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engine.py
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engine.py
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""" Execution engine """
import time
import six
import botocore
import logging
from botocore.exceptions import ClientError
from dynamo3 import (TYPES, DynamoDBConnection, DynamoKey, LocalIndex,
GlobalIndex, DynamoDBError, Throughput, CheckFailed,
IndexUpdate)
from pyparsing import ParseException
from .constants import RESERVED_WORDS
from .expressions import ConstraintExpression, UpdateExpression, Visitor
from .grammar import parser, line_parser
from .models import TableMeta, Count
from .util import resolve
LOG = logging.getLogger(__name__)
def add_query_kwargs(kwargs, visitor, constraints, index):
""" Construct KeyConditionExpression and FilterExpression """
(query_const, filter_const) = constraints.remove_index(index)
kwargs['key_condition_expr'] = query_const.build(visitor)
if filter_const:
kwargs['filter'] = filter_const.build(visitor)
if index.name != 'TABLE':
kwargs['index'] = index.name
def iter_insert_items(tree):
""" Iterate over the items to insert from an INSERT statement """
if tree.list_values:
keys = tree.attrs
for values in tree.list_values:
if len(keys) != len(values):
raise SyntaxError("Values '%s' do not match attributes "
"'%s'" % (values, keys))
yield dict(zip(keys, map(resolve, values)))
elif tree.map_values:
for item in tree.map_values:
data = {}
for (key, val) in item:
data[key] = resolve(val)
yield data
else:
raise SyntaxError("No insert data found")
def plural(value, append='s'):
""" Helper function for pluralizing text """
return '' if value == 1 else append
def pretty_format(statement, result):
""" Format the return value of a query for humans """
if result is None:
return 'Success'
if statement.action in ('SELECT', 'SCAN'):
if isinstance(result, Count):
if result == result.scanned_count:
return "%d" % result
else:
return "%d (scanned count: %d)" % (result,
result.scanned_count)
elif statement.action == 'UPDATE':
if isinstance(result, six.integer_types):
return "Updated %d item%s" % (result, plural(result))
elif statement.action == 'DELETE':
return "Deleted %d item%s" % (result, plural(result))
elif statement.action == 'CREATE':
if result:
return "Created table %r" % statement.table
else:
return "Table %r already exists" % statement.table
elif statement.action == 'INSERT':
return "Inserted %d item%s" % (result, plural(result))
elif statement.action == 'DROP':
if result:
return "Dropped table %r" % statement.table
else:
return "Table %r does not exist" % statement.table
return result
class Engine(object):
"""
DQL execution engine
Parameters
----------
connection : :class:`~dynamo3.DynamoDBConnection`, optional
If not present, you will need to call :meth:`.Engine.connect`
"""
def __init__(self, connection=None):
self._connection = connection
self.cached_descriptions = {}
self._cloudwatch_connection = None
self.allow_select_scan = False
self.reserved_words = RESERVED_WORDS
def connect(self, *args, **kwargs):
""" Proxy to DynamoDBConnection.connect. """
self.connection = DynamoDBConnection.connect(*args, **kwargs)
self._session = kwargs.get('session')
if self._session is None:
self._session = botocore.session.get_session()
@property
def connection(self):
""" Get the dynamo connection """
return self._connection
@property
def region(self):
""" Get the connected dynamo region or host """
return self._connection.region
@connection.setter
def connection(self, connection):
""" Change the dynamo connection """
self._connection = connection
self._cloudwatch_connection = None
self.cached_descriptions = {}
@property
def cloudwatch_connection(self):
""" Lazy create a connection to cloudwatch """
if self._cloudwatch_connection is None:
conn = self._session.create_client('cloudwatch',
self.connection.region)
self._cloudwatch_connection = conn
return self._cloudwatch_connection
def describe_all(self):
""" Describe all tables in the connected region """
tables = self.connection.list_tables()
descs = []
for tablename in tables:
descs.append(self.describe(tablename, True))
return descs
def _get_metric(self, metric, tablename, index_name=None):
""" Fetch a read/write capacity metric """
end = time.time()
begin = end - 20 * 60 # 20 minute window
dimensions = [{'Name': 'TableName', 'Value': tablename}]
if index_name is not None:
dimensions.append({'Name': 'GlobalSecondaryIndexName',
'Value': index_name})
data = self.cloudwatch_connection.get_metric_statistics(
Period=60,
StartTime=begin,
EndTime=end,
MetricName=metric,
Namespace='AWS/DynamoDB',
Statistics=['Average'],
Dimensions=dimensions,
)
points = data['Datapoints']
if len(points) == 0:
return 0
else:
points.sort(key=lambda r: r['Timestamp'])
return points[-1]['Average']
def get_capacity(self, tablename, index_name=None):
""" Get the consumed read/write capacity """
# If we're connected to a DynamoDB Local instance, don't connect to the
# actual cloudwatch endpoint
if self.connection.region == 'local':
return 0, 0
# Gracefully fail if we get exceptions from CloudWatch
try:
return (
self._get_metric('ConsumedReadCapacityUnits', tablename,
index_name),
self._get_metric('ConsumedWriteCapacityUnits', tablename,
index_name),
)
except ClientError:
return 0, 0
def describe(self, tablename, refresh=False, metrics=False):
""" Get the :class:`.TableMeta` for a table """
if refresh or tablename not in self.cached_descriptions:
desc = self.connection.describe_table(tablename)
if desc is None:
return None
table = TableMeta.from_description(desc)
self.cached_descriptions[tablename] = table
if metrics:
read, write = self.get_capacity(tablename)
table.consumed_capacity['__table__'] = {
'read': read,
'write': write,
}
for index_name in table.global_indexes:
read, write = self.get_capacity(tablename, index_name)
table.consumed_capacity[index_name] = {
'read': read,
'write': write,
}
return self.cached_descriptions[tablename]
def execute(self, commands, pformat=False):
"""
Parse and run a DQL string
Parameters
----------
commands : str
The DQL command string
pformat : bool
Pretty-format the return value. (e.g. 4 -> 'Updated 4 items')
"""
tree = parser.parseString(commands)
for statement in tree:
result = self._run(statement)
if pformat:
return pretty_format(tree[-1], result)
return result
def _run(self, tree):
""" Run a query from a parse tree """
if tree.action == 'SELECT':
return self._select(tree, self.allow_select_scan)
elif tree.action == 'SCAN':
return self._scan(tree)
elif tree.action == 'DELETE':
return self._delete(tree)
elif tree.action == 'UPDATE':
return self._update(tree)
elif tree.action == 'CREATE':
return self._create(tree)
elif tree.action == 'INSERT':
return self._insert(tree)
elif tree.action == 'DROP':
return self._drop(tree)
elif tree.action == 'ALTER':
return self._alter(tree)
elif tree.action == 'DUMP':
return self._dump(tree)
else:
raise SyntaxError("Unrecognized action '%s'" % tree.action)
def _build_query(self, table, tree, visitor):
""" Build a scan/query from a statement """
kwargs = {}
index = None
if tree.using:
index_name = kwargs['index'] = tree.using[1]
index = table.get_index(index_name)
if tree.where:
constraints = ConstraintExpression.from_where(tree.where)
possible_hash = constraints.possible_hash_fields()
possible_range = constraints.possible_range_fields()
if index is None:
# See if we can find an index to query on
indexes = table.get_matching_indexes(possible_hash,
possible_range)
if len(indexes) == 0:
action = 'scan'
kwargs['filter'] = constraints.build(visitor)
kwargs['expr_values'] = visitor.expression_values
if visitor.attribute_names:
kwargs['alias'] = visitor.attribute_names
elif len(indexes) == 1:
action = 'query'
add_query_kwargs(kwargs, visitor, constraints, indexes[0])
else:
names = ', '.join([index.name for index in indexes])
raise SyntaxError("No index specified with USING <index>, "
"but multiple possibilities for query: "
"%s" % names)
else:
if index.hash_key in possible_hash:
action = 'query'
add_query_kwargs(kwargs, visitor, constraints, index)
else:
action = 'scan'
if not index.scannable:
raise SyntaxError("Cannot scan local index %r" %
index_name)
kwargs['filter'] = constraints.build(visitor)
kwargs['expr_values'] = visitor.expression_values
if visitor.attribute_names:
kwargs['alias'] = visitor.attribute_names
else:
action = 'scan'
return [action, kwargs]
def _iter_where_in(self, tree):
""" Iterate over the KEYS IN and generate primary keys """
desc = self.describe(tree.table)
for keypair in tree.keys_in:
yield desc.primary_key(*map(resolve, keypair))
def _select(self, tree, allow_select_scan):
""" Run a SELECT statement """
tablename = tree.table
desc = self.describe(tablename)
kwargs = {}
if tree.consistent:
kwargs['consistent'] = True
visitor = Visitor(self.reserved_words)
attr_list = tree.attrs.asList()
if attr_list == ['COUNT(*)']:
kwargs['select'] = 'COUNT'
elif attr_list != ['*']:
kwargs['attributes'] = [visitor.get_field(a) for a in tree.attrs.asList()]
if tree.keys_in:
if tree.limit:
raise SyntaxError("Cannot use LIMIT with KEYS IN")
elif tree.using:
raise SyntaxError("Cannot use USING with KEYS IN")
elif tree.order:
raise SyntaxError("Cannot use DESC/ASC with KEYS IN")
elif tree.where:
raise SyntaxError("Cannot use WHERE with KEYS IN")
keys = list(self._iter_where_in(tree))
return self.connection.batch_get(tablename, keys=keys, **kwargs)
if tree.limit:
kwargs['limit'] = resolve(tree.limit[1])
(action, query_kwargs) = self._build_query(desc, tree, visitor)
if action == 'scan' and not allow_select_scan:
raise SyntaxError(
"No index found for query. Please use a SCAN query, or "
"set allow_select_scan=True\nopt allow_select_scan true")
if tree.order:
if action == 'scan':
raise SyntaxError("No index found for query, "
"cannot use ASC or DESC")
kwargs['desc'] = tree.order == 'DESC'
kwargs.update(query_kwargs)
if visitor.expression_values:
kwargs['expr_values'] = visitor.expression_values
if visitor.attribute_names:
kwargs['alias'] = visitor.attribute_names
method = getattr(self.connection, action + '2')
ret = method(tablename, **kwargs)
if kwargs.get('select') == 'COUNT':
return Count.from_response(ret)
return ret
def _scan(self, tree):
""" Run a SCAN statement """
return self._select(tree, True)
def _query_and_op(self, tree, table, method_name, method_kwargs):
""" Query the table and perform an operation on each item """
if tree.keys_in:
if tree.using:
raise SyntaxError("Cannot use USING with KEYS IN")
keys = self._iter_where_in(tree)
else:
visitor = Visitor(self.reserved_words)
(action, kwargs) = self._build_query(table, tree,
visitor)
attrs = [visitor.get_field(table.hash_key.name)]
if table.range_key is not None:
attrs.append(visitor.get_field(table.range_key.name))
kwargs['attributes'] = attrs
if visitor.expression_values:
kwargs['expr_values'] = visitor.expression_values
if visitor.attribute_names:
kwargs['alias'] = visitor.attribute_names
method = getattr(self.connection, action + '2')
keys = method(table.name, **kwargs)
count = 0
result = []
for key in keys:
method = getattr(self.connection, method_name)
try:
ret = method(table.name, key, **method_kwargs)
except CheckFailed:
continue
count += 1
if ret:
result.append(ret)
if result:
return result
else:
return count
def _delete(self, tree):
""" Run a DELETE statement """
tablename = tree.table
table = self.describe(tablename)
kwargs = {}
visitor = Visitor(self.reserved_words)
if tree.where:
constraints = ConstraintExpression.from_where(tree.where)
kwargs['condition'] = constraints.build(visitor)
kwargs['expr_values'] = visitor.expression_values
if visitor.attribute_names:
kwargs['alias'] = visitor.attribute_names
return self._query_and_op(tree, table, 'delete_item2', kwargs)
def _update(self, tree):
""" Run an UPDATE statement """
tablename = tree.table
table = self.describe(tablename)
kwargs = {}
if tree.returns:
kwargs['returns'] = '_'.join(tree.returns)
else:
kwargs['returns'] = 'NONE'
visitor = Visitor(self.reserved_words)
updates = UpdateExpression.from_update(tree.update)
kwargs['expression'] = updates.build(visitor)
if tree.where:
constraints = ConstraintExpression.from_where(tree.where)
kwargs['condition'] = constraints.build(visitor)
kwargs['expr_values'] = visitor.expression_values
if visitor.attribute_names:
kwargs['alias'] = visitor.attribute_names
return self._query_and_op(tree, table, 'update_item2', kwargs)
def _create(self, tree):
""" Run a SELECT statement """
tablename = tree.table
attrs = []
indexes = []
global_indexes = []
hash_key = None
range_key = None
attrs = {}
for declaration in tree.attrs:
name, type_ = declaration[:2]
if len(declaration) > 2:
index = declaration[2]
else:
index = None
if index is not None:
if index[0] == 'HASH':
field = hash_key = DynamoKey(name, data_type=TYPES[type_])
elif index[0] == 'RANGE':
field = range_key = DynamoKey(name, data_type=TYPES[type_])
else:
index_type = index[0]
kwargs = {}
if index_type[0] in ('ALL', 'INDEX'):
factory = LocalIndex.all
elif index_type[0] == 'KEYS':
factory = LocalIndex.keys
elif index_type[0] == 'INCLUDE':
factory = LocalIndex.include
kwargs['includes'] = [resolve(v) for v in index.include_vars]
index_name = resolve(index[1])
field = DynamoKey(name, data_type=TYPES[type_])
idx = factory(index_name, field, **kwargs)
indexes.append(idx)
else:
field = DynamoKey(name, data_type=TYPES[type_])
attrs[field.name] = field
for gindex in tree.global_indexes:
global_indexes.append(self._parse_global_index(gindex, attrs))
throughput = None
if tree.throughput:
throughput = Throughput(*map(resolve, tree.throughput))
try:
self.connection.create_table(
tablename, hash_key, range_key, indexes=indexes,
global_indexes=global_indexes, throughput=throughput)
except DynamoDBError as e:
if e.kwargs['Code'] == 'ResourceInUseException' or tree.not_exists:
return False
raise
return True
def _parse_global_index(self, clause, attrs):
""" Parse a global index clause and return a GlobalIndex """
index_type, name = clause[:2]
name = resolve(name)
def get_key(field, data_type=None):
""" Get or set the DynamoKey from the field name """
if field in attrs:
key = attrs[field]
if data_type is not None:
if TYPES[data_type] != key.data_type:
raise SyntaxError(
"Key %r %s already declared with type %s" %
field, data_type, key.data_type)
else:
if data_type is None:
raise SyntaxError("Missing data type for %r" % field)
key = DynamoKey(field, data_type=TYPES[data_type])
attrs[field] = key
return key
g_hash_key = get_key(*clause.hash_key)
g_range_key = None
# For some reason I can't get the throughput section to have a name
# Use an index instead
tp_index = 3
if clause.range_key:
tp_index += 1
g_range_key = get_key(*clause.range_key)
if clause.include_vars:
tp_index += 1
kwargs = {}
if tp_index < len(clause):
throughput = clause[tp_index]
kwargs['throughput'] = Throughput(*map(resolve, throughput))
index_type = clause.index_type[0]
if index_type in ('ALL', 'INDEX'):
factory = GlobalIndex.all
elif index_type == 'KEYS':
factory = GlobalIndex.keys
elif index_type == 'INCLUDE':
factory = GlobalIndex.include
if not clause.include_vars:
raise SyntaxError("Include index %r missing include fields" %
name)
kwargs['includes'] = [resolve(v) for v in clause.include_vars]
return factory(name, g_hash_key, g_range_key, **kwargs)
def _insert(self, tree):
""" Run an INSERT statement """
tablename = tree.table
count = 0
with self.connection.batch_write(tablename) as batch:
for item in iter_insert_items(tree):
batch.put(item)
count += 1
return count
def _drop(self, tree):
""" Run a DROP statement """
tablename = tree.table
try:
self.connection.delete_table(tablename)
except DynamoDBError as e:
if e.kwargs['Code'] == 'ResourceNotFoundException' and tree.exists:
return False
raise
return True
def _set_throughput(self, tablename, read, write, index_name=None):
""" Set the read/write throughput on a table or global index """
throughput = Throughput(read, write)
if index_name:
self.connection.update_table(tablename,
global_indexes={
index_name: throughput,
})
else:
self.connection.update_table(tablename, throughput)
def _update_throughput(self, tablename, read, write, index=None, wait=True):
""" Update the throughput on a table or index """
def get_desc():
""" Get the table or global index description """
desc = self.describe(tablename, refresh=True)
if index is not None:
return desc.global_indexes[index]
return desc
desc = get_desc()
def num_or_star(value):
""" Convert * to 0, otherwise resolve a number """
return 0 if value == '*' else resolve(value)
read = num_or_star(read)
write = num_or_star(write)
if read <= 0:
read = desc.read_throughput
if write <= 0:
write = desc.write_throughput
self._set_throughput(tablename, read, write, index)
desc = get_desc()
while desc.status == 'UPDATING': # pragma: no cover
time.sleep(5)
desc = get_desc()
def _alter(self, tree):
""" Run an ALTER statement """
if tree.throughput:
[read, write] = tree.throughput
index = None
if tree.index:
index = tree.index
self._update_throughput(tree.table, read, write, index)
elif tree.drop_index:
updates = [IndexUpdate.delete(tree.drop_index[0])]
self.connection.update_table(tree.table, index_updates=updates)
elif tree.create_index:
# GlobalIndex
attrs = {}
index = self._parse_global_index(tree.create_index, attrs)
updates = [IndexUpdate.create(index)]
self.connection.update_table(tree.table, index_updates=updates)
else:
raise SyntaxError("No alter command found")
def _dump(self, tree):
""" Run a DUMP statement """
schema = []
if tree.tables:
for table in tree.tables:
schema.append(self.describe(table, True).schema)
else:
for table in self.describe_all():
schema.append(table.schema)
return '\n\n'.join(schema)
class FragmentEngine(Engine):
"""
A DQL execution engine that can handle query fragments
"""
def __init__(self, connection=None):
super(FragmentEngine, self).__init__(connection)
self.fragments = ''
self.last_query = ''
@property
def partial(self):
""" True if there is a partial query stored """
return len(self.fragments) > 0
def reset(self):
""" Clear any query fragments from the engine """
self.fragments = ''
def execute(self, fragment, pformat=True):
"""
Run or aggregate a query fragment
Concat the fragment to any stored fragments. If they form a complete
query, run it and return the result. If not, store them and return
None.
"""
self.fragments = (self.fragments + '\n' + fragment).lstrip()
try:
line_parser.parseString(self.fragments)
except ParseException:
pass
else:
self.last_query = self.fragments.strip()
self.fragments = ''
return super(FragmentEngine, self).execute(self.last_query,
pformat)
return None
def pformat_exc(self, exc):
""" Format an exception message for the last query's parse error """
lines = []
try:
pre_nl = self.last_query.rindex('\n', 0, exc.loc) + 1
except ValueError:
pre_nl = 0
try:
post_nl = self.last_query.index('\n', exc.loc)
except ValueError:
post_nl = len(self.last_query)
lines.append(self.last_query[:post_nl])
lines.append(' ' * (exc.loc - pre_nl) + '^')
lines.append(str(exc))
return '\n'.join(lines)