Python e ElastiCache - Amazon ElastiCache

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Python e ElastiCache

In questo tutorial, usi AWS SDK for Python (Boto3) per scrivere semplici programmi per eseguire le seguenti operazioni ElastiCache (Redis): OSS

  • Crea cluster ElastiCache (RedisOSS) (modalità cluster abilitata e modalità cluster disabilitata)

  • Controlla se esistono utenti o gruppi di utenti, altrimenti creali. (Questa funzionalità è disponibile con Valkey 7.2 e versioni successive e con OSS Redis 6.0 e versioni successive.)

  • Connect a ElastiCache

  • Eseguire operazioni come l'impostazione e l'acquisizione di stringhe, la lettura e la scrittura su steams e la pubblicazione e l'iscrizione dal canale Pub/Sub.

Mentre segui questo tutorial, puoi fare riferimento alla documentazione AWS SDK di Python (Boto). La sezione seguente è specifica per ElastiCache: client di basso livello ElastiCache

Prerequisiti dei tutorial

Tutorial: creazione di cluster e utenti ElastiCache

Gli esempi seguenti utilizzano boto3 SDK per le operazioni di gestione ElastiCache (RedisOSS) (creazione di cluster o utenti) e redis-py-cluster redis-py/ per la gestione dei dati.

Creare un cluster in modalità cluster disabilitata

Copia il seguente programma e incollalo in un file denominato .py. CreateClusterModeDisabledCluster

import boto3 import logging logging.basicConfig(level=logging.INFO) client = boto3.client('elasticache') def create_cluster_mode_disabled(CacheNodeType='cache.t3.small',EngineVersion='6.0',NumCacheClusters=2,ReplicationGroupDescription='Sample cache cluster',ReplicationGroupId=None): """Creates an ElastiCache Cluster with cluster mode disabled Returns a dictionary with the API response :param CacheNodeType: Node type used on the cluster. If not specified, cache.t3.small will be used Refer to https://docs.aws.amazon.com/AmazonElastiCache/latest/dg/CacheNodes.SupportedTypes.html for supported node types :param EngineVersion: Engine version to be used. If not specified, latest will be used. :param NumCacheClusters: Number of nodes in the cluster. Minimum 1 (just a primary node) and maximun 6 (1 primary and 5 replicas). If not specified, cluster will be created with 1 primary and 1 replica. :param ReplicationGroupDescription: Description for the cluster. :param ReplicationGroupId: Name for the cluster :return: dictionary with the API results """ if not ReplicationGroupId: return 'ReplicationGroupId parameter is required' response = client.create_replication_group( AutomaticFailoverEnabled=True, CacheNodeType=CacheNodeType, Engine='valkey', EngineVersion=EngineVersion, NumCacheClusters=NumCacheClusters, ReplicationGroupDescription=ReplicationGroupDescription, ReplicationGroupId=ReplicationGroupId, SnapshotRetentionLimit=30, ) return response if __name__ == '__main__': # Creates an ElastiCache Cluster mode disabled cluster, based on cache.m6g.large nodes, Valkey 7.2, one primary and two replicas elasticacheResponse = create_cluster_mode_disabled( #CacheNodeType='cache.m6g.large', EngineVersion='7.2', NumCacheClusters=3, ReplicationGroupDescription='Valkey cluster mode disabled with replicas', ReplicationGroupId='valkey202104053' ) logging.info(elasticacheResponse)

Per eseguire il programma, immetti il comando seguente:

python CreateClusterModeDisabledCluster.py

Per ulteriori informazioni, consulta Gestione dei cluster in ElastiCache.

Crea un cluster disattivato in modalità cluster con e TLS RBAC

Per garantire la sicurezza, è possibile utilizzare Transport Layer Security (TLS) e Role-Based Access Control (RBAC) durante la creazione di un cluster disattivato in modalità cluster. A differenza di Valkey o Redis OSSAUTH, in cui tutti i client autenticati hanno accesso completo al gruppo di replica se il token è autenticato, RBAC consente di controllare l'accesso al cluster tramite gruppi di utenti. Questi gruppi di utenti sono progettati come un modo per organizzare l'accesso ai gruppi di replica. Per ulteriori informazioni, consulta Controllo degli accessi basato sui ruoli () RBAC.

Copia il seguente programma e incollalo in un file denominato .py. ClusterModeDisabledWith RBAC

import boto3 import logging logging.basicConfig(level=logging.INFO) client = boto3.client('elasticache') def create_cluster_mode_disabled_rbac(CacheNodeType='cache.t3.small',EngineVersion='6.0',NumCacheClusters=2,ReplicationGroupDescription='Sample cache cluster',ReplicationGroupId=None, UserGroupIds=None, SecurityGroupIds=None,CacheSubnetGroupName=None): """Creates an ElastiCache Cluster with cluster mode disabled and RBAC Returns a dictionary with the API response :param CacheNodeType: Node type used on the cluster. If not specified, cache.t3.small will be used Refer to https://docs.aws.amazon.com/AmazonElastiCache/latest/dg/CacheNodes.SupportedTypes.html for supported node types :param EngineVersion: Engine version to be used. If not specified, latest will be used. :param NumCacheClusters: Number of nodes in the cluster. Minimum 1 (just a primary node) and maximun 6 (1 primary and 5 replicas). If not specified, cluster will be created with 1 primary and 1 replica. :param ReplicationGroupDescription: Description for the cluster. :param ReplicationGroupId: Mandatory name for the cluster. :param UserGroupIds: The ID of the user group to be assigned to the cluster. :param SecurityGroupIds: List of security groups to be assigned. If not defined, default will be used :param CacheSubnetGroupName: subnet group where the cluster will be placed. If not defined, default will be used. :return: dictionary with the API results """ if not ReplicationGroupId: return {'Error': 'ReplicationGroupId parameter is required'} elif not isinstance(UserGroupIds,(list)): return {'Error': 'UserGroupIds parameter is required and must be a list'} params={'AutomaticFailoverEnabled': True, 'CacheNodeType': CacheNodeType, 'Engine': 'valkey', 'EngineVersion': EngineVersion, 'NumCacheClusters': NumCacheClusters, 'ReplicationGroupDescription': ReplicationGroupDescription, 'ReplicationGroupId': ReplicationGroupId, 'SnapshotRetentionLimit': 30, 'TransitEncryptionEnabled': True, 'UserGroupIds':UserGroupIds } # defaults will be used if CacheSubnetGroupName or SecurityGroups are not explicit. if isinstance(SecurityGroupIds,(list)): params.update({'SecurityGroupIds':SecurityGroupIds}) if CacheSubnetGroupName: params.update({'CacheSubnetGroupName':CacheSubnetGroupName}) response = client.create_replication_group(**params) return response if __name__ == '__main__': # Creates an ElastiCache Cluster mode disabled cluster, based on cache.m6g.large nodes, Valkey 7.2, one primary and two replicas. # Assigns the existent user group "mygroup" for RBAC authentication response=create_cluster_mode_disabled_rbac( CacheNodeType='cache.m6g.large', EngineVersion='7.2', NumCacheClusters=3, ReplicationGroupDescription='Valkey cluster mode disabled with replicas', ReplicationGroupId='valkey202104', UserGroupIds=[ 'mygroup' ], SecurityGroupIds=[ 'sg-7cc73803' ], CacheSubnetGroupName='default' ) logging.info(response)

Per eseguire il programma, immetti il comando seguente:

python ClusterModeDisabledWithRBAC.py

Per ulteriori informazioni, consulta Gestione dei cluster in ElastiCache.

Creare un cluster in modalità cluster abilitata

Copiate il seguente programma e incollatelo in un file denominato ClusterModeEnabled.py.

import boto3 import logging logging.basicConfig(level=logging.INFO) client = boto3.client('elasticache') def create_cluster_mode_enabled(CacheNodeType='cache.t3.small',EngineVersion='6.0',NumNodeGroups=1,ReplicasPerNodeGroup=1, ReplicationGroupDescription='Sample cache with cluster mode enabled',ReplicationGroupId=None): """Creates an ElastiCache Cluster with cluster mode enabled Returns a dictionary with the API response :param CacheNodeType: Node type used on the cluster. If not specified, cache.t3.small will be used Refer to https://docs.aws.amazon.com/AmazonElastiCache/latest/dg/CacheNodes.SupportedTypes.html for supported node types :param EngineVersion: Engine version to be used. If not specified, latest will be used. :param NumNodeGroups: Number of shards in the cluster. Minimum 1 and maximun 90. If not specified, cluster will be created with 1 shard. :param ReplicasPerNodeGroup: Number of replicas per shard. If not specified 1 replica per shard will be created. :param ReplicationGroupDescription: Description for the cluster. :param ReplicationGroupId: Name for the cluster :return: dictionary with the API results """ if not ReplicationGroupId: return 'ReplicationGroupId parameter is required' response = client.create_replication_group( AutomaticFailoverEnabled=True, CacheNodeType=CacheNodeType, Engine='valkey', EngineVersion=EngineVersion, ReplicationGroupDescription=ReplicationGroupDescription, ReplicationGroupId=ReplicationGroupId, # Creates a cluster mode enabled cluster with 1 shard(NumNodeGroups), 1 primary node (implicit) and 2 replicas (replicasPerNodeGroup) NumNodeGroups=NumNodeGroups, ReplicasPerNodeGroup=ReplicasPerNodeGroup, CacheParameterGroupName='default.valkey7.2.cluster.on' ) return response # Creates a cluster mode enabled response = create_cluster_mode_enabled( CacheNodeType='cache.m6g.large', EngineVersion='6.0', ReplicationGroupDescription='Valkey cluster mode enabled with replicas', ReplicationGroupId='valkey20210', # Creates a cluster mode enabled cluster with 1 shard(NumNodeGroups), 1 primary (implicit) and 2 replicas (replicasPerNodeGroup) NumNodeGroups=2, ReplicasPerNodeGroup=1, ) logging.info(response)

Per eseguire il programma, immetti il comando seguente:

python ClusterModeEnabled.py

Per ulteriori informazioni, consulta Gestione dei cluster in ElastiCache.

Crea un cluster abilitato alla modalità cluster con e TLS RBAC

Per garantire la sicurezza, è possibile utilizzare Transport Layer Security (TLS) e Role-Based Access Control (RBAC) durante la creazione di un cluster abilitato alla modalità cluster. A differenza di Valkey o Redis OSSAUTH, in cui tutti i client autenticati hanno accesso completo al gruppo di replica se il token è autenticato, RBAC consente di controllare l'accesso al cluster tramite gruppi di utenti. Questi gruppi di utenti sono progettati come un modo per organizzare l'accesso ai gruppi di replica. Per ulteriori informazioni, consulta Controllo degli accessi basato sui ruoli () RBAC.

Copia il seguente programma e incollalo in un file denominato .py. ClusterModeEnabledWith RBAC

import boto3 import logging logging.basicConfig(level=logging.INFO) client = boto3.client('elasticache') def create_cluster_mode_enabled(CacheNodeType='cache.t3.small',EngineVersion='6.0',NumNodeGroups=1,ReplicasPerNodeGroup=1, ReplicationGroupDescription='Sample cache with cluster mode enabled',ReplicationGroupId=None,UserGroupIds=None, SecurityGroupIds=None,CacheSubnetGroupName=None,CacheParameterGroupName='default.valkey7.2.cluster.on'): """Creates an ElastiCache Cluster with cluster mode enabled and RBAC Returns a dictionary with the API response :param CacheNodeType: Node type used on the cluster. If not specified, cache.t3.small will be used Refer to https://docs.aws.amazon.com/AmazonElastiCache/latest/dg/CacheNodes.SupportedTypes.html for supported node types :param EngineVersion: Engine version to be used. If not specified, latest will be used. :param NumNodeGroups: Number of shards in the cluster. Minimum 1 and maximun 90. If not specified, cluster will be created with 1 shard. :param ReplicasPerNodeGroup: Number of replicas per shard. If not specified 1 replica per shard will be created. :param ReplicationGroupDescription: Description for the cluster. :param ReplicationGroupId: Name for the cluster. :param CacheParameterGroupName: Parameter group to be used. Must be compatible with the engine version and cluster mode enabled. :return: dictionary with the API results """ if not ReplicationGroupId: return 'ReplicationGroupId parameter is required' elif not isinstance(UserGroupIds,(list)): return {'Error': 'UserGroupIds parameter is required and must be a list'} params={'AutomaticFailoverEnabled': True, 'CacheNodeType': CacheNodeType, 'Engine': 'valkey', 'EngineVersion': EngineVersion, 'ReplicationGroupDescription': ReplicationGroupDescription, 'ReplicationGroupId': ReplicationGroupId, 'SnapshotRetentionLimit': 30, 'TransitEncryptionEnabled': True, 'UserGroupIds':UserGroupIds, 'NumNodeGroups': NumNodeGroups, 'ReplicasPerNodeGroup': ReplicasPerNodeGroup, 'CacheParameterGroupName': CacheParameterGroupName } # defaults will be used if CacheSubnetGroupName or SecurityGroups are not explicit. if isinstance(SecurityGroupIds,(list)): params.update({'SecurityGroupIds':SecurityGroupIds}) if CacheSubnetGroupName: params.update({'CacheSubnetGroupName':CacheSubnetGroupName}) response = client.create_replication_group(**params) return response if __name__ == '__main__': # Creates a cluster mode enabled cluster response = create_cluster_mode_enabled( CacheNodeType='cache.m6g.large', EngineVersion='7.2', ReplicationGroupDescription='Valkey cluster mode enabled with replicas', ReplicationGroupId='valkey2021', # Creates a cluster mode enabled cluster with 1 shard(NumNodeGroups), 1 primary (implicit) and 2 replicas (replicasPerNodeGroup) NumNodeGroups=2, ReplicasPerNodeGroup=1, UserGroupIds=[ 'mygroup' ], SecurityGroupIds=[ 'sg-7cc73803' ], CacheSubnetGroupName='default' ) logging.info(response)

Per eseguire il programma, immetti il comando seguente:

python ClusterModeEnabledWithRBAC.py

Per ulteriori informazioni, consulta Gestione dei cluster in ElastiCache.

Controllare che esistano utenti/gruppi di utenti, altrimenti crearli

ConRBAC, si creano utenti e si assegnano loro autorizzazioni specifiche utilizzando una stringa di accesso. Gli utenti vengono assegnati a gruppi di utenti allineati a un ruolo specifico (amministratori, risorse umane) che vengono quindi distribuiti a uno o più ElastiCache gruppi di replica (Redis). OSS In questo modo, è possibile stabilire limiti di sicurezza tra i client che utilizzano lo stesso gruppo o gruppi di OSS replica Valkey o Redis e impedire ai client di accedere ai dati degli altri. Per ulteriori informazioni, consulta Controllo degli accessi basato sui ruoli () RBAC.

Copia il seguente programma e incollalo in un file denominato .py. UserAndUserGroups Aggiorna il meccanismo per fornire le credenziali. Le credenziali in questo esempio vengono mostrate come sostituibili e assegnate a un elemento non dichiarato. Evita le credenziali a codifica fissa.

Questo esempio utilizza una stringa di accesso con le autorizzazioni per l'utente. Per ulteriori informazioni sulle stringhe di accesso, vedere. Specifica delle autorizzazioni mediante una stringa di accesso

import boto3 import logging logging.basicConfig(level=logging.INFO) client = boto3.client('elasticache') def check_user_exists(UserId): """Checks if UserId exists Returns True if UserId exists, otherwise False :param UserId: ElastiCache User ID :return: True|False """ try: response = client.describe_users( UserId=UserId, ) if response['Users'][0]['UserId'].lower() == UserId.lower(): return True except Exception as e: if e.response['Error']['Code'] == 'UserNotFound': logging.info(e.response['Error']) return False else: raise def check_group_exists(UserGroupId): """Checks if UserGroupID exists Returns True if Group ID exists, otherwise False :param UserGroupId: ElastiCache User ID :return: True|False """ try: response = client.describe_user_groups( UserGroupId=UserGroupId ) if response['UserGroups'][0]['UserGroupId'].lower() == UserGroupId.lower(): return True except Exception as e: if e.response['Error']['Code'] == 'UserGroupNotFound': logging.info(e.response['Error']) return False else: raise def create_user(UserId=None,UserName=None,Password=None,AccessString=None): """Creates a new user Returns the ARN for the newly created user or the error message :param UserId: ElastiCache user ID. User IDs must be unique :param UserName: ElastiCache user name. ElastiCache allows multiple users with the same name as long as the associated user ID is unique. :param Password: Password for user. Must have at least 16 chars. :param AccessString: Access string with the permissions for the user. :return: user ARN """ try: response = client.create_user( UserId=UserId, UserName=UserName, Engine='Redis', Passwords=[Password], AccessString=AccessString, NoPasswordRequired=False ) return response['ARN'] except Exception as e: logging.info(e.response['Error']) return e.response['Error'] def create_group(UserGroupId=None, UserIds=None): """Creates a new group. A default user is required (mandatory) and should be specified in the UserIds list Return: Group ARN :param UserIds: List with user IDs to be associated with the new group. A default user is required :param UserGroupId: The ID (name) for the group :return: Group ARN """ try: response = client.create_user_group( UserGroupId=UserGroupId, Engine='Redis', UserIds=UserIds ) return response['ARN'] except Exception as e: logging.info(e.response['Error']) if __name__ == '__main__': groupName='mygroup2' userName = 'myuser2' userId=groupName+'-'+userName # Creates a new user if the user ID does not exist. for tmpUserId,tmpUserName in [ (userId,userName), (groupName+'-default','default')]: if not check_user_exists(tmpUserId): response=create_user(UserId=tmpUserId, UserName=EXAMPLE,Password=EXAMPLE,AccessString='on ~* +@all') logging.info(response) # assigns the new user ID to the user group if not check_group_exists(groupName): UserIds = [ userId , groupName+'-default'] response=create_group(UserGroupId=groupName,UserIds=UserIds) logging.info(response)

Per eseguire il programma, immetti il comando seguente:

python UserAndUserGroups.py

Tutorial: Connessione a ElastiCache

I seguenti esempi utilizzano il OSS client Valkey o Redis a cui connettersi. ElastiCache

Connessione a un cluster non crittografato in modalità cluster disabilitata

Copia il seguente programma e incollalo in un file denominato ConnectClusterModeDisabled.py. Aggiorna il meccanismo per fornire le credenziali. Le credenziali in questo esempio vengono mostrate come sostituibili e assegnate a un elemento non dichiarato. Evita le credenziali a codifica fissa.

from redis import Redis import logging logging.basicConfig(level=logging.INFO) redis = Redis(host='primary.xxx.yyyyyy.zzz1.cache.amazonaws.com', port=6379, decode_responses=True, ssl=True, username=example, password=EXAMPLE) if redis.ping(): logging.info("Connected to Redis")

Per eseguire il programma, immetti il comando seguente:

python ConnectClusterModeDisabled.py

Connessione a un cluster abilitato in modalità cluster

Copiare il seguente programma e incollarlo in un file denominato ConnectClusterModeEnabled.py.

from rediscluster import RedisCluster import logging logging.basicConfig(level=logging.INFO) redis = RedisCluster(startup_nodes=[{"host": "xxx.yyy.clustercfg.zzz1.cache.amazonaws.com","port": "6379"}], decode_responses=True,skip_full_coverage_check=True) if redis.ping(): logging.info("Connected to Redis")

Per eseguire il programma, immetti il comando seguente:

python ConnectClusterModeEnabled.py

Esempi di utilizzo

I seguenti esempi utilizzano boto3 SDK con cui ElastiCache lavorare ElastiCache (Redis). OSS

Imposta e ottieni stringhe

Copia il seguente programma e incollalo in un file denominato .py. SetAndGetStrings

import time import logging logging.basicConfig(level=logging.INFO,format='%(asctime)s: %(message)s') keyName='mykey' currTime=time.ctime(time.time()) # Set the key 'mykey' with the current date and time as value. # The Key will expire and removed from cache in 60 seconds. redis.set(keyName, currTime, ex=60) # Sleep just for better illustration of TTL (expiration) value time.sleep(5) # Retrieve the key value and current TTL keyValue=redis.get(keyName) keyTTL=redis.ttl(keyName) logging.info("Key {} was set at {} and has {} seconds until expired".format(keyName, keyValue, keyTTL))

Per eseguire il programma, immetti il comando seguente:

python SetAndGetStrings.py

Imposta e ottieni un hash con più elementi

Copiate il seguente programma e incollatelo in un file denominato SetAndGetHash.py.

import logging import time logging.basicConfig(level=logging.INFO,format='%(asctime)s: %(message)s') keyName='mykey' keyValues={'datetime': time.ctime(time.time()), 'epochtime': time.time()} # Set the hash 'mykey' with the current date and time in human readable format (datetime field) and epoch number (epochtime field). redis.hset(keyName, mapping=keyValues) # Set the key to expire and removed from cache in 60 seconds. redis.expire(keyName, 60) # Sleep just for better illustration of TTL (expiration) value time.sleep(5) # Retrieves all the fields and current TTL keyValues=redis.hgetall(keyName) keyTTL=redis.ttl(keyName) logging.info("Key {} was set at {} and has {} seconds until expired".format(keyName, keyValues, keyTTL))

Per eseguire il programma, immetti il comando seguente:

python SetAndGetHash.py

Pubblicare (scrivere) e iscriversi (leggere) da un canale Pub/Sub

Copiate il seguente programma e incollatelo in un file denominato PubAndSub.py.

import logging import time def handlerFunction(message): """Prints message got from PubSub channel to the log output Return None :param message: message to log """ logging.info(message) logging.basicConfig(level=logging.INFO) redis = Redis(host="redis202104053.tihewd.ng.0001.use1.cache.amazonaws.com", port=6379, decode_responses=True) # Creates the subscriber connection on "mychannel" subscriber = redis.pubsub() subscriber.subscribe(**{'mychannel': handlerFunction}) # Creates a new thread to watch for messages while the main process continues with its routines thread = subscriber.run_in_thread(sleep_time=0.01) # Creates publisher connection on "mychannel" redis.publish('mychannel', 'My message') # Publishes several messages. Subscriber thread will read and print on log. while True: redis.publish('mychannel',time.ctime(time.time())) time.sleep(1)

Per eseguire il programma, immetti il comando seguente:

python PubAndSub.py

Scrivere e leggere da un flusso

Copiate il seguente programma e incollatelo in un file denominato ReadWriteStream.py.

from redis import Redis import redis.exceptions as exceptions import logging import time import threading logging.basicConfig(level=logging.INFO) def writeMessage(streamName): """Starts a loop writting the current time and thread name to 'streamName' :param streamName: Stream (key) name to write messages. """ fieldsDict={'writerId':threading.currentThread().getName(),'myvalue':None} while True: fieldsDict['myvalue'] = time.ctime(time.time()) redis.xadd(streamName,fieldsDict) time.sleep(1) def readMessage(groupName=None,streamName=None): """Starts a loop reading from 'streamName' Multiple threads will read from the same stream consumer group. Consumer group is used to coordinate data distribution. Once a thread acknowleges the message, it won't be provided again. If message wasn't acknowledged, it can be served to another thread. :param groupName: stream group were multiple threads will read. :param streamName: Stream (key) name where messages will be read. """ readerID=threading.currentThread().getName() while True: try: # Check if the stream has any message if redis.xlen(streamName)>0: # Check if if the messages are new (not acknowledged) or not (already processed) streamData=redis.xreadgroup(groupName,readerID,{streamName:'>'},count=1) if len(streamData) > 0: msgId,message = streamData[0][1][0] logging.info("{}: Got {} from ID {}".format(readerID,message,msgId)) #Do some processing here. If the message has been processed sucessfuly, acknowledge it and (optional) delete the message. redis.xack(streamName,groupName,msgId) logging.info("Stream message ID {} read and processed successfuly by {}".format(msgId,readerID)) redis.xdel(streamName,msgId) else: pass except: raise time.sleep(0.5) # Creates the stream 'mystream' and consumer group 'myworkergroup' where multiple threads will write/read. try: redis.xgroup_create('mystream','myworkergroup',mkstream=True) except exceptions.ResponseError as e: logging.info("Consumer group already exists. Will continue despite the error: {}".format(e)) except: raise # Starts 5 writer threads. for writer_no in range(5): writerThread = threading.Thread(target=writeMessage, name='writer-'+str(writer_no), args=('mystream',),daemon=True) writerThread.start() # Starts 10 reader threads for reader_no in range(10): readerThread = threading.Thread(target=readMessage, name='reader-'+str(reader_no), args=('myworkergroup','mystream',),daemon=True) readerThread.daemon = True readerThread.start() # Keep the code running for 30 seconds time.sleep(30)

Per eseguire il programma, immetti il comando seguente:

python ReadWriteStream.py