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AI智能体(六)

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算法之名
发布2025-02-06 21:25:53
发布2025-02-06 21:25:53
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文章被收录于专栏:算法之名
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AI智能体(五)

Dify

Dify是一个开源的Agent开发平台,使用Dify有两种方式,一种是使用Dify的在线平台。https://cloud.dify.ai

一种是进行私有化部署。下载地址:https://github.com/langgenius/dify

docker私有化部署

新建docker-compose.yaml,内容如下

代码语言:javascript
代码运行次数:0
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# ==================================================================
# WARNING: This file is auto-generated by generate_docker_compose
# Do not modify this file directly. Instead, update the .env.example
# or docker-compose-template.yaml and regenerate this file.
# ==================================================================

x-shared-env: &shared-api-worker-env
  CONSOLE_API_URL: ${CONSOLE_API_URL:-}
  CONSOLE_WEB_URL: ${CONSOLE_WEB_URL:-}
  SERVICE_API_URL: ${SERVICE_API_URL:-}
  APP_API_URL: ${APP_API_URL:-}
  APP_WEB_URL: ${APP_WEB_URL:-}
  FILES_URL: ${FILES_URL:-}
  LOG_LEVEL: ${LOG_LEVEL:-INFO}
  LOG_FILE: ${LOG_FILE:-/app/logs/server.log}
  LOG_FILE_MAX_SIZE: ${LOG_FILE_MAX_SIZE:-20}
  LOG_FILE_BACKUP_COUNT: ${LOG_FILE_BACKUP_COUNT:-5}
  LOG_DATEFORMAT: ${LOG_DATEFORMAT:-%Y-%m-%d %H:%M:%S}
  LOG_TZ: ${LOG_TZ:-UTC}
  DEBUG: ${DEBUG:-false}
  FLASK_DEBUG: ${FLASK_DEBUG:-false}
  SECRET_KEY: ${SECRET_KEY:-sk-9f73s3ljTXVcMT3Blb3ljTqtsKiGHXVcMT3BlbkFJLK7U}
  INIT_PASSWORD: ${INIT_PASSWORD:-}
  DEPLOY_ENV: ${DEPLOY_ENV:-PRODUCTION}
  CHECK_UPDATE_URL: ${CHECK_UPDATE_URL:-https://updates.dify.ai}
  OPENAI_API_BASE: ${OPENAI_API_BASE:-https://api.openai.com/v1}
  MIGRATION_ENABLED: ${MIGRATION_ENABLED:-true}
  FILES_ACCESS_TIMEOUT: ${FILES_ACCESS_TIMEOUT:-300}
  ACCESS_TOKEN_EXPIRE_MINUTES: ${ACCESS_TOKEN_EXPIRE_MINUTES:-60}
  REFRESH_TOKEN_EXPIRE_DAYS: ${REFRESH_TOKEN_EXPIRE_DAYS:-30}
  APP_MAX_ACTIVE_REQUESTS: ${APP_MAX_ACTIVE_REQUESTS:-0}
  APP_MAX_EXECUTION_TIME: ${APP_MAX_EXECUTION_TIME:-1200}
  DIFY_BIND_ADDRESS: ${DIFY_BIND_ADDRESS:-0.0.0.0}
  DIFY_PORT: ${DIFY_PORT:-5001}
  SERVER_WORKER_AMOUNT: ${SERVER_WORKER_AMOUNT:-}
  SERVER_WORKER_CLASS: ${SERVER_WORKER_CLASS:-}
  CELERY_WORKER_CLASS: ${CELERY_WORKER_CLASS:-}
  GUNICORN_TIMEOUT: ${GUNICORN_TIMEOUT:-360}
  CELERY_WORKER_AMOUNT: ${CELERY_WORKER_AMOUNT:-}
  CELERY_AUTO_SCALE: ${CELERY_AUTO_SCALE:-false}
  CELERY_MAX_WORKERS: ${CELERY_MAX_WORKERS:-}
  CELERY_MIN_WORKERS: ${CELERY_MIN_WORKERS:-}
  API_TOOL_DEFAULT_CONNECT_TIMEOUT: ${API_TOOL_DEFAULT_CONNECT_TIMEOUT:-10}
  API_TOOL_DEFAULT_READ_TIMEOUT: ${API_TOOL_DEFAULT_READ_TIMEOUT:-60}
  DB_USERNAME: ${DB_USERNAME:-postgres}
  DB_PASSWORD: ${DB_PASSWORD:-difyai123456}
  DB_HOST: ${DB_HOST:-db}
  DB_PORT: ${DB_PORT:-5432}
  DB_DATABASE: ${DB_DATABASE:-dify}
  SQLALCHEMY_POOL_SIZE: ${SQLALCHEMY_POOL_SIZE:-30}
  SQLALCHEMY_POOL_RECYCLE: ${SQLALCHEMY_POOL_RECYCLE:-3600}
  SQLALCHEMY_ECHO: ${SQLALCHEMY_ECHO:-false}
  POSTGRES_MAX_CONNECTIONS: ${POSTGRES_MAX_CONNECTIONS:-100}
  POSTGRES_SHARED_BUFFERS: ${POSTGRES_SHARED_BUFFERS:-128MB}
  POSTGRES_WORK_MEM: ${POSTGRES_WORK_MEM:-4MB}
  POSTGRES_MAINTENANCE_WORK_MEM: ${POSTGRES_MAINTENANCE_WORK_MEM:-64MB}
  POSTGRES_EFFECTIVE_CACHE_SIZE: ${POSTGRES_EFFECTIVE_CACHE_SIZE:-4096MB}
  REDIS_HOST: ${REDIS_HOST:-redis}
  REDIS_PORT: ${REDIS_PORT:-6379}
  REDIS_USERNAME: ${REDIS_USERNAME:-}
  REDIS_PASSWORD: ${REDIS_PASSWORD:-difyai123456}
  REDIS_USE_SSL: ${REDIS_USE_SSL:-false}
  REDIS_DB: ${REDIS_DB:-0}
  REDIS_USE_SENTINEL: ${REDIS_USE_SENTINEL:-false}
  REDIS_SENTINELS: ${REDIS_SENTINELS:-}
  REDIS_SENTINEL_SERVICE_NAME: ${REDIS_SENTINEL_SERVICE_NAME:-}
  REDIS_SENTINEL_USERNAME: ${REDIS_SENTINEL_USERNAME:-}
  REDIS_SENTINEL_PASSWORD: ${REDIS_SENTINEL_PASSWORD:-}
  REDIS_SENTINEL_SOCKET_TIMEOUT: ${REDIS_SENTINEL_SOCKET_TIMEOUT:-0.1}
  REDIS_USE_CLUSTERS: ${REDIS_USE_CLUSTERS:-false}
  REDIS_CLUSTERS: ${REDIS_CLUSTERS:-}
  REDIS_CLUSTERS_PASSWORD: ${REDIS_CLUSTERS_PASSWORD:-}
  CELERY_BROKER_URL: ${CELERY_BROKER_URL:-redis://:difyai123456@redis:6379/1}
  BROKER_USE_SSL: ${BROKER_USE_SSL:-false}
  CELERY_USE_SENTINEL: ${CELERY_USE_SENTINEL:-false}
  CELERY_SENTINEL_MASTER_NAME: ${CELERY_SENTINEL_MASTER_NAME:-}
  CELERY_SENTINEL_SOCKET_TIMEOUT: ${CELERY_SENTINEL_SOCKET_TIMEOUT:-0.1}
  WEB_API_CORS_ALLOW_ORIGINS: ${WEB_API_CORS_ALLOW_ORIGINS:-*}
  CONSOLE_CORS_ALLOW_ORIGINS: ${CONSOLE_CORS_ALLOW_ORIGINS:-*}
  STORAGE_TYPE: ${STORAGE_TYPE:-opendal}
  OPENDAL_SCHEME: ${OPENDAL_SCHEME:-fs}
  OPENDAL_FS_ROOT: ${OPENDAL_FS_ROOT:-storage}
  S3_ENDPOINT: ${S3_ENDPOINT:-}
  S3_REGION: ${S3_REGION:-us-east-1}
  S3_BUCKET_NAME: ${S3_BUCKET_NAME:-difyai}
  S3_ACCESS_KEY: ${S3_ACCESS_KEY:-}
  S3_SECRET_KEY: ${S3_SECRET_KEY:-}
  S3_USE_AWS_MANAGED_IAM: ${S3_USE_AWS_MANAGED_IAM:-false}
  AZURE_BLOB_ACCOUNT_NAME: ${AZURE_BLOB_ACCOUNT_NAME:-difyai}
  AZURE_BLOB_ACCOUNT_KEY: ${AZURE_BLOB_ACCOUNT_KEY:-difyai}
  AZURE_BLOB_CONTAINER_NAME: ${AZURE_BLOB_CONTAINER_NAME:-difyai-container}
  AZURE_BLOB_ACCOUNT_URL: ${AZURE_BLOB_ACCOUNT_URL:-https://<your_account_name>.blob.core.windows.net}
  GOOGLE_STORAGE_BUCKET_NAME: ${GOOGLE_STORAGE_BUCKET_NAME:-your-bucket-name}
  GOOGLE_STORAGE_SERVICE_ACCOUNT_JSON_BASE64: ${GOOGLE_STORAGE_SERVICE_ACCOUNT_JSON_BASE64:-}
  ALIYUN_OSS_BUCKET_NAME: ${ALIYUN_OSS_BUCKET_NAME:-your-bucket-name}
  ALIYUN_OSS_ACCESS_KEY: ${ALIYUN_OSS_ACCESS_KEY:-your-access-key}
  ALIYUN_OSS_SECRET_KEY: ${ALIYUN_OSS_SECRET_KEY:-your-secret-key}
  ALIYUN_OSS_ENDPOINT: ${ALIYUN_OSS_ENDPOINT:-https://oss-ap-southeast-1-internal.aliyuncs.com}
  ALIYUN_OSS_REGION: ${ALIYUN_OSS_REGION:-ap-southeast-1}
  ALIYUN_OSS_AUTH_VERSION: ${ALIYUN_OSS_AUTH_VERSION:-v4}
  ALIYUN_OSS_PATH: ${ALIYUN_OSS_PATH:-your-path}
  TENCENT_COS_BUCKET_NAME: ${TENCENT_COS_BUCKET_NAME:-your-bucket-name}
  TENCENT_COS_SECRET_KEY: ${TENCENT_COS_SECRET_KEY:-your-secret-key}
  TENCENT_COS_SECRET_ID: ${TENCENT_COS_SECRET_ID:-your-secret-id}
  TENCENT_COS_REGION: ${TENCENT_COS_REGION:-your-region}
  TENCENT_COS_SCHEME: ${TENCENT_COS_SCHEME:-your-scheme}
  OCI_ENDPOINT: ${OCI_ENDPOINT:-https://objectstorage.us-ashburn-1.oraclecloud.com}
  OCI_BUCKET_NAME: ${OCI_BUCKET_NAME:-your-bucket-name}
  OCI_ACCESS_KEY: ${OCI_ACCESS_KEY:-your-access-key}
  OCI_SECRET_KEY: ${OCI_SECRET_KEY:-your-secret-key}
  OCI_REGION: ${OCI_REGION:-us-ashburn-1}
  HUAWEI_OBS_BUCKET_NAME: ${HUAWEI_OBS_BUCKET_NAME:-your-bucket-name}
  HUAWEI_OBS_SECRET_KEY: ${HUAWEI_OBS_SECRET_KEY:-your-secret-key}
  HUAWEI_OBS_ACCESS_KEY: ${HUAWEI_OBS_ACCESS_KEY:-your-access-key}
  HUAWEI_OBS_SERVER: ${HUAWEI_OBS_SERVER:-your-server-url}
  VOLCENGINE_TOS_BUCKET_NAME: ${VOLCENGINE_TOS_BUCKET_NAME:-your-bucket-name}
  VOLCENGINE_TOS_SECRET_KEY: ${VOLCENGINE_TOS_SECRET_KEY:-your-secret-key}
  VOLCENGINE_TOS_ACCESS_KEY: ${VOLCENGINE_TOS_ACCESS_KEY:-your-access-key}
  VOLCENGINE_TOS_ENDPOINT: ${VOLCENGINE_TOS_ENDPOINT:-your-server-url}
  VOLCENGINE_TOS_REGION: ${VOLCENGINE_TOS_REGION:-your-region}
  BAIDU_OBS_BUCKET_NAME: ${BAIDU_OBS_BUCKET_NAME:-your-bucket-name}
  BAIDU_OBS_SECRET_KEY: ${BAIDU_OBS_SECRET_KEY:-your-secret-key}
  BAIDU_OBS_ACCESS_KEY: ${BAIDU_OBS_ACCESS_KEY:-your-access-key}
  BAIDU_OBS_ENDPOINT: ${BAIDU_OBS_ENDPOINT:-your-server-url}
  SUPABASE_BUCKET_NAME: ${SUPABASE_BUCKET_NAME:-your-bucket-name}
  SUPABASE_API_KEY: ${SUPABASE_API_KEY:-your-access-key}
  SUPABASE_URL: ${SUPABASE_URL:-your-server-url}
  VECTOR_STORE: ${VECTOR_STORE:-weaviate}
  WEAVIATE_ENDPOINT: ${WEAVIATE_ENDPOINT:-http://weaviate:8080}
  WEAVIATE_API_KEY: ${WEAVIATE_API_KEY:-WVF5YThaHlkYwhGUSmCRgsX3tD5ngdN8pkih}
  QDRANT_URL: ${QDRANT_URL:-http://qdrant:6333}
  QDRANT_API_KEY: ${QDRANT_API_KEY:-difyai123456}
  QDRANT_CLIENT_TIMEOUT: ${QDRANT_CLIENT_TIMEOUT:-20}
  QDRANT_GRPC_ENABLED: ${QDRANT_GRPC_ENABLED:-false}
  QDRANT_GRPC_PORT: ${QDRANT_GRPC_PORT:-6334}
  MILVUS_URI: ${MILVUS_URI:-http://127.0.0.1:19530}
  MILVUS_TOKEN: ${MILVUS_TOKEN:-}
  MILVUS_USER: ${MILVUS_USER:-root}
  MILVUS_PASSWORD: ${MILVUS_PASSWORD:-Milvus}
  MYSCALE_HOST: ${MYSCALE_HOST:-myscale}
  MYSCALE_PORT: ${MYSCALE_PORT:-8123}
  MYSCALE_USER: ${MYSCALE_USER:-default}
  MYSCALE_PASSWORD: ${MYSCALE_PASSWORD:-}
  MYSCALE_DATABASE: ${MYSCALE_DATABASE:-dify}
  MYSCALE_FTS_PARAMS: ${MYSCALE_FTS_PARAMS:-}
  COUCHBASE_CONNECTION_STRING: ${COUCHBASE_CONNECTION_STRING:-couchbase://couchbase-server}
  COUCHBASE_USER: ${COUCHBASE_USER:-Administrator}
  COUCHBASE_PASSWORD: ${COUCHBASE_PASSWORD:-password}
  COUCHBASE_BUCKET_NAME: ${COUCHBASE_BUCKET_NAME:-Embeddings}
  COUCHBASE_SCOPE_NAME: ${COUCHBASE_SCOPE_NAME:-_default}
  PGVECTOR_HOST: ${PGVECTOR_HOST:-pgvector}
  PGVECTOR_PORT: ${PGVECTOR_PORT:-5432}
  PGVECTOR_USER: ${PGVECTOR_USER:-postgres}
  PGVECTOR_PASSWORD: ${PGVECTOR_PASSWORD:-difyai123456}
  PGVECTOR_DATABASE: ${PGVECTOR_DATABASE:-dify}
  PGVECTOR_MIN_CONNECTION: ${PGVECTOR_MIN_CONNECTION:-1}
  PGVECTOR_MAX_CONNECTION: ${PGVECTOR_MAX_CONNECTION:-5}
  PGVECTO_RS_HOST: ${PGVECTO_RS_HOST:-pgvecto-rs}
  PGVECTO_RS_PORT: ${PGVECTO_RS_PORT:-5432}
  PGVECTO_RS_USER: ${PGVECTO_RS_USER:-postgres}
  PGVECTO_RS_PASSWORD: ${PGVECTO_RS_PASSWORD:-difyai123456}
  PGVECTO_RS_DATABASE: ${PGVECTO_RS_DATABASE:-dify}
  ANALYTICDB_KEY_ID: ${ANALYTICDB_KEY_ID:-your-ak}
  ANALYTICDB_KEY_SECRET: ${ANALYTICDB_KEY_SECRET:-your-sk}
  ANALYTICDB_REGION_ID: ${ANALYTICDB_REGION_ID:-cn-hangzhou}
  ANALYTICDB_INSTANCE_ID: ${ANALYTICDB_INSTANCE_ID:-gp-ab123456}
  ANALYTICDB_ACCOUNT: ${ANALYTICDB_ACCOUNT:-testaccount}
  ANALYTICDB_PASSWORD: ${ANALYTICDB_PASSWORD:-testpassword}
  ANALYTICDB_NAMESPACE: ${ANALYTICDB_NAMESPACE:-dify}
  ANALYTICDB_NAMESPACE_PASSWORD: ${ANALYTICDB_NAMESPACE_PASSWORD:-difypassword}
  ANALYTICDB_HOST: ${ANALYTICDB_HOST:-gp-test.aliyuncs.com}
  ANALYTICDB_PORT: ${ANALYTICDB_PORT:-5432}
  ANALYTICDB_MIN_CONNECTION: ${ANALYTICDB_MIN_CONNECTION:-1}
  ANALYTICDB_MAX_CONNECTION: ${ANALYTICDB_MAX_CONNECTION:-5}
  TIDB_VECTOR_HOST: ${TIDB_VECTOR_HOST:-tidb}
  TIDB_VECTOR_PORT: ${TIDB_VECTOR_PORT:-4000}
  TIDB_VECTOR_USER: ${TIDB_VECTOR_USER:-}
  TIDB_VECTOR_PASSWORD: ${TIDB_VECTOR_PASSWORD:-}
  TIDB_VECTOR_DATABASE: ${TIDB_VECTOR_DATABASE:-dify}
  TIDB_ON_QDRANT_URL: ${TIDB_ON_QDRANT_URL:-http://127.0.0.1}
  TIDB_ON_QDRANT_API_KEY: ${TIDB_ON_QDRANT_API_KEY:-dify}
  TIDB_ON_QDRANT_CLIENT_TIMEOUT: ${TIDB_ON_QDRANT_CLIENT_TIMEOUT:-20}
  TIDB_ON_QDRANT_GRPC_ENABLED: ${TIDB_ON_QDRANT_GRPC_ENABLED:-false}
  TIDB_ON_QDRANT_GRPC_PORT: ${TIDB_ON_QDRANT_GRPC_PORT:-6334}
  TIDB_PUBLIC_KEY: ${TIDB_PUBLIC_KEY:-dify}
  TIDB_PRIVATE_KEY: ${TIDB_PRIVATE_KEY:-dify}
  TIDB_API_URL: ${TIDB_API_URL:-http://127.0.0.1}
  TIDB_IAM_API_URL: ${TIDB_IAM_API_URL:-http://127.0.0.1}
  TIDB_REGION: ${TIDB_REGION:-regions/aws-us-east-1}
  TIDB_PROJECT_ID: ${TIDB_PROJECT_ID:-dify}
  TIDB_SPEND_LIMIT: ${TIDB_SPEND_LIMIT:-100}
  CHROMA_HOST: ${CHROMA_HOST:-127.0.0.1}
  CHROMA_PORT: ${CHROMA_PORT:-8000}
  CHROMA_TENANT: ${CHROMA_TENANT:-default_tenant}
  CHROMA_DATABASE: ${CHROMA_DATABASE:-default_database}
  CHROMA_AUTH_PROVIDER: ${CHROMA_AUTH_PROVIDER:-chromadb.auth.token_authn.TokenAuthClientProvider}
  CHROMA_AUTH_CREDENTIALS: ${CHROMA_AUTH_CREDENTIALS:-}
  ORACLE_HOST: ${ORACLE_HOST:-oracle}
  ORACLE_PORT: ${ORACLE_PORT:-1521}
  ORACLE_USER: ${ORACLE_USER:-dify}
  ORACLE_PASSWORD: ${ORACLE_PASSWORD:-dify}
  ORACLE_DATABASE: ${ORACLE_DATABASE:-FREEPDB1}
  RELYT_HOST: ${RELYT_HOST:-db}
  RELYT_PORT: ${RELYT_PORT:-5432}
  RELYT_USER: ${RELYT_USER:-postgres}
  RELYT_PASSWORD: ${RELYT_PASSWORD:-difyai123456}
  RELYT_DATABASE: ${RELYT_DATABASE:-postgres}
  OPENSEARCH_HOST: ${OPENSEARCH_HOST:-opensearch}
  OPENSEARCH_PORT: ${OPENSEARCH_PORT:-9200}
  OPENSEARCH_USER: ${OPENSEARCH_USER:-admin}
  OPENSEARCH_PASSWORD: ${OPENSEARCH_PASSWORD:-admin}
  OPENSEARCH_SECURE: ${OPENSEARCH_SECURE:-true}
  TENCENT_VECTOR_DB_URL: ${TENCENT_VECTOR_DB_URL:-http://127.0.0.1}
  TENCENT_VECTOR_DB_API_KEY: ${TENCENT_VECTOR_DB_API_KEY:-dify}
  TENCENT_VECTOR_DB_TIMEOUT: ${TENCENT_VECTOR_DB_TIMEOUT:-30}
  TENCENT_VECTOR_DB_USERNAME: ${TENCENT_VECTOR_DB_USERNAME:-dify}
  TENCENT_VECTOR_DB_DATABASE: ${TENCENT_VECTOR_DB_DATABASE:-dify}
  TENCENT_VECTOR_DB_SHARD: ${TENCENT_VECTOR_DB_SHARD:-1}
  TENCENT_VECTOR_DB_REPLICAS: ${TENCENT_VECTOR_DB_REPLICAS:-2}
  ELASTICSEARCH_HOST: ${ELASTICSEARCH_HOST:-0.0.0.0}
  ELASTICSEARCH_PORT: ${ELASTICSEARCH_PORT:-9200}
  ELASTICSEARCH_USERNAME: ${ELASTICSEARCH_USERNAME:-elastic}
  ELASTICSEARCH_PASSWORD: ${ELASTICSEARCH_PASSWORD:-elastic}
  KIBANA_PORT: ${KIBANA_PORT:-5601}
  BAIDU_VECTOR_DB_ENDPOINT: ${BAIDU_VECTOR_DB_ENDPOINT:-http://127.0.0.1:5287}
  BAIDU_VECTOR_DB_CONNECTION_TIMEOUT_MS: ${BAIDU_VECTOR_DB_CONNECTION_TIMEOUT_MS:-30000}
  BAIDU_VECTOR_DB_ACCOUNT: ${BAIDU_VECTOR_DB_ACCOUNT:-root}
  BAIDU_VECTOR_DB_API_KEY: ${BAIDU_VECTOR_DB_API_KEY:-dify}
  BAIDU_VECTOR_DB_DATABASE: ${BAIDU_VECTOR_DB_DATABASE:-dify}
  BAIDU_VECTOR_DB_SHARD: ${BAIDU_VECTOR_DB_SHARD:-1}
  BAIDU_VECTOR_DB_REPLICAS: ${BAIDU_VECTOR_DB_REPLICAS:-3}
  VIKINGDB_ACCESS_KEY: ${VIKINGDB_ACCESS_KEY:-your-ak}
  VIKINGDB_SECRET_KEY: ${VIKINGDB_SECRET_KEY:-your-sk}
  VIKINGDB_REGION: ${VIKINGDB_REGION:-cn-shanghai}
  VIKINGDB_HOST: ${VIKINGDB_HOST:-api-vikingdb.xxx.volces.com}
  VIKINGDB_SCHEMA: ${VIKINGDB_SCHEMA:-http}
  VIKINGDB_CONNECTION_TIMEOUT: ${VIKINGDB_CONNECTION_TIMEOUT:-30}
  VIKINGDB_SOCKET_TIMEOUT: ${VIKINGDB_SOCKET_TIMEOUT:-30}
  LINDORM_URL: ${LINDORM_URL:-http://lindorm:30070}
  LINDORM_USERNAME: ${LINDORM_USERNAME:-lindorm}
  LINDORM_PASSWORD: ${LINDORM_PASSWORD:-lindorm}
  OCEANBASE_VECTOR_HOST: ${OCEANBASE_VECTOR_HOST:-oceanbase}
  OCEANBASE_VECTOR_PORT: ${OCEANBASE_VECTOR_PORT:-2881}
  OCEANBASE_VECTOR_USER: ${OCEANBASE_VECTOR_USER:-root@test}
  OCEANBASE_VECTOR_PASSWORD: ${OCEANBASE_VECTOR_PASSWORD:-difyai123456}
  OCEANBASE_VECTOR_DATABASE: ${OCEANBASE_VECTOR_DATABASE:-test}
  OCEANBASE_CLUSTER_NAME: ${OCEANBASE_CLUSTER_NAME:-difyai}
  OCEANBASE_MEMORY_LIMIT: ${OCEANBASE_MEMORY_LIMIT:-6G}
  UPSTASH_VECTOR_URL: ${UPSTASH_VECTOR_URL:-https://xxx-vector.upstash.io}
  UPSTASH_VECTOR_TOKEN: ${UPSTASH_VECTOR_TOKEN:-dify}
  UPLOAD_FILE_SIZE_LIMIT: ${UPLOAD_FILE_SIZE_LIMIT:-15}
  UPLOAD_FILE_BATCH_LIMIT: ${UPLOAD_FILE_BATCH_LIMIT:-5}
  ETL_TYPE: ${ETL_TYPE:-dify}
  UNSTRUCTURED_API_URL: ${UNSTRUCTURED_API_URL:-}
  UNSTRUCTURED_API_KEY: ${UNSTRUCTURED_API_KEY:-}
  SCARF_NO_ANALYTICS: ${SCARF_NO_ANALYTICS:-true}
  PROMPT_GENERATION_MAX_TOKENS: ${PROMPT_GENERATION_MAX_TOKENS:-512}
  CODE_GENERATION_MAX_TOKENS: ${CODE_GENERATION_MAX_TOKENS:-1024}
  MULTIMODAL_SEND_FORMAT: ${MULTIMODAL_SEND_FORMAT:-base64}
  UPLOAD_IMAGE_FILE_SIZE_LIMIT: ${UPLOAD_IMAGE_FILE_SIZE_LIMIT:-10}
  UPLOAD_VIDEO_FILE_SIZE_LIMIT: ${UPLOAD_VIDEO_FILE_SIZE_LIMIT:-100}
  UPLOAD_AUDIO_FILE_SIZE_LIMIT: ${UPLOAD_AUDIO_FILE_SIZE_LIMIT:-50}
  SENTRY_DSN: ${SENTRY_DSN:-}
  API_SENTRY_DSN: ${API_SENTRY_DSN:-}
  API_SENTRY_TRACES_SAMPLE_RATE: ${API_SENTRY_TRACES_SAMPLE_RATE:-1.0}
  API_SENTRY_PROFILES_SAMPLE_RATE: ${API_SENTRY_PROFILES_SAMPLE_RATE:-1.0}
  WEB_SENTRY_DSN: ${WEB_SENTRY_DSN:-}
  NOTION_INTEGRATION_TYPE: ${NOTION_INTEGRATION_TYPE:-public}
  NOTION_CLIENT_SECRET: ${NOTION_CLIENT_SECRET:-}
  NOTION_CLIENT_ID: ${NOTION_CLIENT_ID:-}
  NOTION_INTERNAL_SECRET: ${NOTION_INTERNAL_SECRET:-}
  MAIL_TYPE: ${MAIL_TYPE:-resend}
  MAIL_DEFAULT_SEND_FROM: ${MAIL_DEFAULT_SEND_FROM:-}
  RESEND_API_URL: ${RESEND_API_URL:-https://api.resend.com}
  RESEND_API_KEY: ${RESEND_API_KEY:-your-resend-api-key}
  SMTP_SERVER: ${SMTP_SERVER:-}
  SMTP_PORT: ${SMTP_PORT:-465}
  SMTP_USERNAME: ${SMTP_USERNAME:-}
  SMTP_PASSWORD: ${SMTP_PASSWORD:-}
  SMTP_USE_TLS: ${SMTP_USE_TLS:-true}
  SMTP_OPPORTUNISTIC_TLS: ${SMTP_OPPORTUNISTIC_TLS:-false}
  INDEXING_MAX_SEGMENTATION_TOKENS_LENGTH: ${INDEXING_MAX_SEGMENTATION_TOKENS_LENGTH:-4000}
  INVITE_EXPIRY_HOURS: ${INVITE_EXPIRY_HOURS:-72}
  RESET_PASSWORD_TOKEN_EXPIRY_MINUTES: ${RESET_PASSWORD_TOKEN_EXPIRY_MINUTES:-5}
  CODE_EXECUTION_ENDPOINT: ${CODE_EXECUTION_ENDPOINT:-http://sandbox:8194}
  CODE_EXECUTION_API_KEY: ${CODE_EXECUTION_API_KEY:-dify-sandbox}
  CODE_MAX_NUMBER: ${CODE_MAX_NUMBER:-9223372036854775807}
  CODE_MIN_NUMBER: ${CODE_MIN_NUMBER:--9223372036854775808}
  CODE_MAX_DEPTH: ${CODE_MAX_DEPTH:-5}
  CODE_MAX_PRECISION: ${CODE_MAX_PRECISION:-20}
  CODE_MAX_STRING_LENGTH: ${CODE_MAX_STRING_LENGTH:-80000}
  CODE_MAX_STRING_ARRAY_LENGTH: ${CODE_MAX_STRING_ARRAY_LENGTH:-30}
  CODE_MAX_OBJECT_ARRAY_LENGTH: ${CODE_MAX_OBJECT_ARRAY_LENGTH:-30}
  CODE_MAX_NUMBER_ARRAY_LENGTH: ${CODE_MAX_NUMBER_ARRAY_LENGTH:-1000}
  CODE_EXECUTION_CONNECT_TIMEOUT: ${CODE_EXECUTION_CONNECT_TIMEOUT:-10}
  CODE_EXECUTION_READ_TIMEOUT: ${CODE_EXECUTION_READ_TIMEOUT:-60}
  CODE_EXECUTION_WRITE_TIMEOUT: ${CODE_EXECUTION_WRITE_TIMEOUT:-10}
  TEMPLATE_TRANSFORM_MAX_LENGTH: ${TEMPLATE_TRANSFORM_MAX_LENGTH:-80000}
  WORKFLOW_MAX_EXECUTION_STEPS: ${WORKFLOW_MAX_EXECUTION_STEPS:-500}
  WORKFLOW_MAX_EXECUTION_TIME: ${WORKFLOW_MAX_EXECUTION_TIME:-1200}
  WORKFLOW_CALL_MAX_DEPTH: ${WORKFLOW_CALL_MAX_DEPTH:-5}
  MAX_VARIABLE_SIZE: ${MAX_VARIABLE_SIZE:-204800}
  WORKFLOW_PARALLEL_DEPTH_LIMIT: ${WORKFLOW_PARALLEL_DEPTH_LIMIT:-3}
  WORKFLOW_FILE_UPLOAD_LIMIT: ${WORKFLOW_FILE_UPLOAD_LIMIT:-10}
  HTTP_REQUEST_NODE_MAX_BINARY_SIZE: ${HTTP_REQUEST_NODE_MAX_BINARY_SIZE:-10485760}
  HTTP_REQUEST_NODE_MAX_TEXT_SIZE: ${HTTP_REQUEST_NODE_MAX_TEXT_SIZE:-1048576}
  SSRF_PROXY_HTTP_URL: ${SSRF_PROXY_HTTP_URL:-http://ssrf_proxy:3128}
  SSRF_PROXY_HTTPS_URL: ${SSRF_PROXY_HTTPS_URL:-http://ssrf_proxy:3128}
  TEXT_GENERATION_TIMEOUT_MS: ${TEXT_GENERATION_TIMEOUT_MS:-60000}
  PGUSER: ${PGUSER:-${DB_USERNAME}}
  POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:-${DB_PASSWORD}}
  POSTGRES_DB: ${POSTGRES_DB:-${DB_DATABASE}}
  PGDATA: ${PGDATA:-/var/lib/postgresql/data/pgdata}
  SANDBOX_API_KEY: ${SANDBOX_API_KEY:-dify-sandbox}
  SANDBOX_GIN_MODE: ${SANDBOX_GIN_MODE:-release}
  SANDBOX_WORKER_TIMEOUT: ${SANDBOX_WORKER_TIMEOUT:-15}
  SANDBOX_ENABLE_NETWORK: ${SANDBOX_ENABLE_NETWORK:-true}
  SANDBOX_HTTP_PROXY: ${SANDBOX_HTTP_PROXY:-http://ssrf_proxy:3128}
  SANDBOX_HTTPS_PROXY: ${SANDBOX_HTTPS_PROXY:-http://ssrf_proxy:3128}
  SANDBOX_PORT: ${SANDBOX_PORT:-8194}
  WEAVIATE_PERSISTENCE_DATA_PATH: ${WEAVIATE_PERSISTENCE_DATA_PATH:-/var/lib/weaviate}
  WEAVIATE_QUERY_DEFAULTS_LIMIT: ${WEAVIATE_QUERY_DEFAULTS_LIMIT:-25}
  WEAVIATE_AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED: ${WEAVIATE_AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED:-true}
  WEAVIATE_DEFAULT_VECTORIZER_MODULE: ${WEAVIATE_DEFAULT_VECTORIZER_MODULE:-none}
  WEAVIATE_CLUSTER_HOSTNAME: ${WEAVIATE_CLUSTER_HOSTNAME:-node1}
  WEAVIATE_AUTHENTICATION_APIKEY_ENABLED: ${WEAVIATE_AUTHENTICATION_APIKEY_ENABLED:-true}
  WEAVIATE_AUTHENTICATION_APIKEY_ALLOWED_KEYS: ${WEAVIATE_AUTHENTICATION_APIKEY_ALLOWED_KEYS:-WVF5YThaHlkYwhGUSmCRgsX3tD5ngdN8pkih}
  WEAVIATE_AUTHENTICATION_APIKEY_USERS: ${WEAVIATE_AUTHENTICATION_APIKEY_USERS:-hello@dify.ai}
  WEAVIATE_AUTHORIZATION_ADMINLIST_ENABLED: ${WEAVIATE_AUTHORIZATION_ADMINLIST_ENABLED:-true}
  WEAVIATE_AUTHORIZATION_ADMINLIST_USERS: ${WEAVIATE_AUTHORIZATION_ADMINLIST_USERS:-hello@dify.ai}
  CHROMA_SERVER_AUTHN_CREDENTIALS: ${CHROMA_SERVER_AUTHN_CREDENTIALS:-difyai123456}
  CHROMA_SERVER_AUTHN_PROVIDER: ${CHROMA_SERVER_AUTHN_PROVIDER:-chromadb.auth.token_authn.TokenAuthenticationServerProvider}
  CHROMA_IS_PERSISTENT: ${CHROMA_IS_PERSISTENT:-TRUE}
  ORACLE_PWD: ${ORACLE_PWD:-Dify123456}
  ORACLE_CHARACTERSET: ${ORACLE_CHARACTERSET:-AL32UTF8}
  ETCD_AUTO_COMPACTION_MODE: ${ETCD_AUTO_COMPACTION_MODE:-revision}
  ETCD_AUTO_COMPACTION_RETENTION: ${ETCD_AUTO_COMPACTION_RETENTION:-1000}
  ETCD_QUOTA_BACKEND_BYTES: ${ETCD_QUOTA_BACKEND_BYTES:-4294967296}
  ETCD_SNAPSHOT_COUNT: ${ETCD_SNAPSHOT_COUNT:-50000}
  MINIO_ACCESS_KEY: ${MINIO_ACCESS_KEY:-minioadmin}
  MINIO_SECRET_KEY: ${MINIO_SECRET_KEY:-minioadmin}
  ETCD_ENDPOINTS: ${ETCD_ENDPOINTS:-etcd:2379}
  MINIO_ADDRESS: ${MINIO_ADDRESS:-minio:9000}
  MILVUS_AUTHORIZATION_ENABLED: ${MILVUS_AUTHORIZATION_ENABLED:-true}
  PGVECTOR_PGUSER: ${PGVECTOR_PGUSER:-postgres}
  PGVECTOR_POSTGRES_PASSWORD: ${PGVECTOR_POSTGRES_PASSWORD:-difyai123456}
  PGVECTOR_POSTGRES_DB: ${PGVECTOR_POSTGRES_DB:-dify}
  PGVECTOR_PGDATA: ${PGVECTOR_PGDATA:-/var/lib/postgresql/data/pgdata}
  OPENSEARCH_DISCOVERY_TYPE: ${OPENSEARCH_DISCOVERY_TYPE:-single-node}
  OPENSEARCH_BOOTSTRAP_MEMORY_LOCK: ${OPENSEARCH_BOOTSTRAP_MEMORY_LOCK:-true}
  OPENSEARCH_JAVA_OPTS_MIN: ${OPENSEARCH_JAVA_OPTS_MIN:-512m}
  OPENSEARCH_JAVA_OPTS_MAX: ${OPENSEARCH_JAVA_OPTS_MAX:-1024m}
  OPENSEARCH_INITIAL_ADMIN_PASSWORD: ${OPENSEARCH_INITIAL_ADMIN_PASSWORD:-Qazwsxedc!@#123}
  OPENSEARCH_MEMLOCK_SOFT: ${OPENSEARCH_MEMLOCK_SOFT:--1}
  OPENSEARCH_MEMLOCK_HARD: ${OPENSEARCH_MEMLOCK_HARD:--1}
  OPENSEARCH_NOFILE_SOFT: ${OPENSEARCH_NOFILE_SOFT:-65536}
  OPENSEARCH_NOFILE_HARD: ${OPENSEARCH_NOFILE_HARD:-65536}
  NGINX_SERVER_NAME: ${NGINX_SERVER_NAME:-_}
  NGINX_HTTPS_ENABLED: ${NGINX_HTTPS_ENABLED:-false}
  NGINX_PORT: ${NGINX_PORT:-80}
  NGINX_SSL_PORT: ${NGINX_SSL_PORT:-443}
  NGINX_SSL_CERT_FILENAME: ${NGINX_SSL_CERT_FILENAME:-dify.crt}
  NGINX_SSL_CERT_KEY_FILENAME: ${NGINX_SSL_CERT_KEY_FILENAME:-dify.key}
  NGINX_SSL_PROTOCOLS: ${NGINX_SSL_PROTOCOLS:-TLSv1.1 TLSv1.2 TLSv1.3}
  NGINX_WORKER_PROCESSES: ${NGINX_WORKER_PROCESSES:-auto}
  NGINX_CLIENT_MAX_BODY_SIZE: ${NGINX_CLIENT_MAX_BODY_SIZE:-15M}
  NGINX_KEEPALIVE_TIMEOUT: ${NGINX_KEEPALIVE_TIMEOUT:-65}
  NGINX_PROXY_READ_TIMEOUT: ${NGINX_PROXY_READ_TIMEOUT:-3600s}
  NGINX_PROXY_SEND_TIMEOUT: ${NGINX_PROXY_SEND_TIMEOUT:-3600s}
  NGINX_ENABLE_CERTBOT_CHALLENGE: ${NGINX_ENABLE_CERTBOT_CHALLENGE:-false}
  CERTBOT_EMAIL: ${CERTBOT_EMAIL:-your_email@example.com}
  CERTBOT_DOMAIN: ${CERTBOT_DOMAIN:-your_domain.com}
  CERTBOT_OPTIONS: ${CERTBOT_OPTIONS:-}
  SSRF_HTTP_PORT: ${SSRF_HTTP_PORT:-3128}
  SSRF_COREDUMP_DIR: ${SSRF_COREDUMP_DIR:-/var/spool/squid}
  SSRF_REVERSE_PROXY_PORT: ${SSRF_REVERSE_PROXY_PORT:-8194}
  SSRF_SANDBOX_HOST: ${SSRF_SANDBOX_HOST:-sandbox}
  EXPOSE_NGINX_PORT: ${EXPOSE_NGINX_PORT:-80}
  EXPOSE_NGINX_SSL_PORT: ${EXPOSE_NGINX_SSL_PORT:-443}
  POSITION_TOOL_PINS: ${POSITION_TOOL_PINS:-}
  POSITION_TOOL_INCLUDES: ${POSITION_TOOL_INCLUDES:-}
  POSITION_TOOL_EXCLUDES: ${POSITION_TOOL_EXCLUDES:-}
  POSITION_PROVIDER_PINS: ${POSITION_PROVIDER_PINS:-}
  POSITION_PROVIDER_INCLUDES: ${POSITION_PROVIDER_INCLUDES:-}
  POSITION_PROVIDER_EXCLUDES: ${POSITION_PROVIDER_EXCLUDES:-}
  CSP_WHITELIST: ${CSP_WHITELIST:-}
  CREATE_TIDB_SERVICE_JOB_ENABLED: ${CREATE_TIDB_SERVICE_JOB_ENABLED:-false}
  MAX_SUBMIT_COUNT: ${MAX_SUBMIT_COUNT:-100}

services:
  # API service
  api:
    image: langgenius/dify-api:0.14.2
    restart: always
    environment:
      # Use the shared environment variables.
      <<: *shared-api-worker-env
      # Startup mode, 'api' starts the API server.
      MODE: api
      SENTRY_DSN: ${API_SENTRY_DSN:-}
      SENTRY_TRACES_SAMPLE_RATE: ${API_SENTRY_TRACES_SAMPLE_RATE:-1.0}
      SENTRY_PROFILES_SAMPLE_RATE: ${API_SENTRY_PROFILES_SAMPLE_RATE:-1.0}
    depends_on:
      - db
      - redis
    volumes:
      # Mount the storage directory to the container, for storing user files.
      - ./volumes/app/storage:/app/api/storage
    networks:
      - ssrf_proxy_network
      - default

  # worker service
  # The Celery worker for processing the queue.
  worker:
    image: langgenius/dify-api:0.14.2
    restart: always
    environment:
      # Use the shared environment variables.
      <<: *shared-api-worker-env
      # Startup mode, 'worker' starts the Celery worker for processing the queue.
      MODE: worker
      SENTRY_DSN: ${API_SENTRY_DSN:-}
      SENTRY_TRACES_SAMPLE_RATE: ${API_SENTRY_TRACES_SAMPLE_RATE:-1.0}
      SENTRY_PROFILES_SAMPLE_RATE: ${API_SENTRY_PROFILES_SAMPLE_RATE:-1.0}
    depends_on:
      - db
      - redis
    volumes:
      # Mount the storage directory to the container, for storing user files.
      - ./volumes/app/storage:/app/api/storage
    networks:
      - ssrf_proxy_network
      - default

  # Frontend web application.
  web:
    image: langgenius/dify-web:0.14.2
    restart: always
    environment:
      CONSOLE_API_URL: ${CONSOLE_API_URL:-}
      APP_API_URL: ${APP_API_URL:-}
      SENTRY_DSN: ${WEB_SENTRY_DSN:-}
      NEXT_TELEMETRY_DISABLED: ${NEXT_TELEMETRY_DISABLED:-0}
      TEXT_GENERATION_TIMEOUT_MS: ${TEXT_GENERATION_TIMEOUT_MS:-60000}
      CSP_WHITELIST: ${CSP_WHITELIST:-}

  # The postgres database.
  db:
    image: postgres:15-alpine
    restart: always
    environment:
      PGUSER: ${PGUSER:-postgres}
      POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:-difyai123456}
      POSTGRES_DB: ${POSTGRES_DB:-dify}
      PGDATA: ${PGDATA:-/var/lib/postgresql/data/pgdata}
    command: >
      postgres -c 'max_connections=${POSTGRES_MAX_CONNECTIONS:-100}'
               -c 'shared_buffers=${POSTGRES_SHARED_BUFFERS:-128MB}'
               -c 'work_mem=${POSTGRES_WORK_MEM:-4MB}'
               -c 'maintenance_work_mem=${POSTGRES_MAINTENANCE_WORK_MEM:-64MB}'
               -c 'effective_cache_size=${POSTGRES_EFFECTIVE_CACHE_SIZE:-4096MB}'
    volumes:
      - ./volumes/db/data:/var/lib/postgresql/data
    healthcheck:
      test: ['CMD', 'pg_isready']
      interval: 1s
      timeout: 3s
      retries: 30

  # The redis cache.
  redis:
    image: redis:6-alpine
    restart: always
    environment:
      REDISCLI_AUTH: ${REDIS_PASSWORD:-difyai123456}
    volumes:
      # Mount the redis data directory to the container.
      - ./volumes/redis/data:/data
    # Set the redis password when startup redis server.
    command: redis-server --requirepass ${REDIS_PASSWORD:-difyai123456}
    healthcheck:
      test: ['CMD', 'redis-cli', 'ping']

  # The DifySandbox
  sandbox:
    image: langgenius/dify-sandbox:0.2.10
    restart: always
    environment:
      # The DifySandbox configurations
      # Make sure you are changing this key for your deployment with a strong key.
      # You can generate a strong key using `openssl rand -base64 42`.
      API_KEY: ${SANDBOX_API_KEY:-dify-sandbox}
      GIN_MODE: ${SANDBOX_GIN_MODE:-release}
      WORKER_TIMEOUT: ${SANDBOX_WORKER_TIMEOUT:-15}
      ENABLE_NETWORK: ${SANDBOX_ENABLE_NETWORK:-true}
      HTTP_PROXY: ${SANDBOX_HTTP_PROXY:-http://ssrf_proxy:3128}
      HTTPS_PROXY: ${SANDBOX_HTTPS_PROXY:-http://ssrf_proxy:3128}
      SANDBOX_PORT: ${SANDBOX_PORT:-8194}
    volumes:
      - ./volumes/sandbox/dependencies:/dependencies
    healthcheck:
      test: ['CMD', 'curl', '-f', 'http://localhost:8194/health']
    networks:
      - ssrf_proxy_network

  # ssrf_proxy server
  # for more information, please refer to
  # https://docs.dify.ai/learn-more/faq/install-faq#id-18.-why-is-ssrf_proxy-needed
  ssrf_proxy:
    image: ubuntu/squid:latest
    restart: always
    volumes:
      - ./ssrf_proxy/squid.conf.template:/etc/squid/squid.conf.template
      - ./ssrf_proxy/docker-entrypoint.sh:/docker-entrypoint-mount.sh
    entrypoint:
      [
        'sh',
        '-c',
        "cp /docker-entrypoint-mount.sh /docker-entrypoint.sh && sed -i 's/\r$$//' /docker-entrypoint.sh && chmod +x /docker-entrypoint.sh && /docker-entrypoint.sh",
      ]
    environment:
      # pls clearly modify the squid env vars to fit your network environment.
      HTTP_PORT: ${SSRF_HTTP_PORT:-3128}
      COREDUMP_DIR: ${SSRF_COREDUMP_DIR:-/var/spool/squid}
      REVERSE_PROXY_PORT: ${SSRF_REVERSE_PROXY_PORT:-8194}
      SANDBOX_HOST: ${SSRF_SANDBOX_HOST:-sandbox}
      SANDBOX_PORT: ${SANDBOX_PORT:-8194}
    networks:
      - ssrf_proxy_network
      - default

  # Certbot service
  # use `docker-compose --profile certbot up` to start the certbot service.
  certbot:
    image: certbot/certbot
    profiles:
      - certbot
    volumes:
      - ./volumes/certbot/conf:/etc/letsencrypt
      - ./volumes/certbot/www:/var/www/html
      - ./volumes/certbot/logs:/var/log/letsencrypt
      - ./volumes/certbot/conf/live:/etc/letsencrypt/live
      - ./certbot/update-cert.template.txt:/update-cert.template.txt
      - ./certbot/docker-entrypoint.sh:/docker-entrypoint.sh
    environment:
      - CERTBOT_EMAIL=${CERTBOT_EMAIL}
      - CERTBOT_DOMAIN=${CERTBOT_DOMAIN}
      - CERTBOT_OPTIONS=${CERTBOT_OPTIONS:-}
    entrypoint: ['/docker-entrypoint.sh']
    command: ['tail', '-f', '/dev/null']

  # The nginx reverse proxy.
  # used for reverse proxying the API service and Web service.
  nginx:
    image: nginx:latest
    restart: always
    volumes:
      - ./nginx/nginx.conf.template:/etc/nginx/nginx.conf.template
      - ./nginx/proxy.conf.template:/etc/nginx/proxy.conf.template
      - ./nginx/https.conf.template:/etc/nginx/https.conf.template
      - ./nginx/conf.d:/etc/nginx/conf.d
      - ./nginx/docker-entrypoint.sh:/docker-entrypoint-mount.sh
      - ./nginx/ssl:/etc/ssl # cert dir (legacy)
      - ./volumes/certbot/conf/live:/etc/letsencrypt/live # cert dir (with certbot container)
      - ./volumes/certbot/conf:/etc/letsencrypt
      - ./volumes/certbot/www:/var/www/html
    entrypoint:
      [
        'sh',
        '-c',
        "cp /docker-entrypoint-mount.sh /docker-entrypoint.sh && sed -i 's/\r$$//' /docker-entrypoint.sh && chmod +x /docker-entrypoint.sh && /docker-entrypoint.sh",
      ]
    environment:
      NGINX_SERVER_NAME: ${NGINX_SERVER_NAME:-_}
      NGINX_HTTPS_ENABLED: ${NGINX_HTTPS_ENABLED:-false}
      NGINX_SSL_PORT: ${NGINX_SSL_PORT:-443}
      NGINX_PORT: ${NGINX_PORT:-80}
      # You're required to add your own SSL certificates/keys to the `./nginx/ssl` directory
      # and modify the env vars below in .env if HTTPS_ENABLED is true.
      NGINX_SSL_CERT_FILENAME: ${NGINX_SSL_CERT_FILENAME:-dify.crt}
      NGINX_SSL_CERT_KEY_FILENAME: ${NGINX_SSL_CERT_KEY_FILENAME:-dify.key}
      NGINX_SSL_PROTOCOLS: ${NGINX_SSL_PROTOCOLS:-TLSv1.1 TLSv1.2 TLSv1.3}
      NGINX_WORKER_PROCESSES: ${NGINX_WORKER_PROCESSES:-auto}
      NGINX_CLIENT_MAX_BODY_SIZE: ${NGINX_CLIENT_MAX_BODY_SIZE:-15M}
      NGINX_KEEPALIVE_TIMEOUT: ${NGINX_KEEPALIVE_TIMEOUT:-65}
      NGINX_PROXY_READ_TIMEOUT: ${NGINX_PROXY_READ_TIMEOUT:-3600s}
      NGINX_PROXY_SEND_TIMEOUT: ${NGINX_PROXY_SEND_TIMEOUT:-3600s}
      NGINX_ENABLE_CERTBOT_CHALLENGE: ${NGINX_ENABLE_CERTBOT_CHALLENGE:-false}
      CERTBOT_DOMAIN: ${CERTBOT_DOMAIN:-}
    depends_on:
      - api
      - web
    ports:
      - '${EXPOSE_NGINX_PORT:-80}:${NGINX_PORT:-80}'
      - '${EXPOSE_NGINX_SSL_PORT:-443}:${NGINX_SSL_PORT:-443}'

  # The TiDB vector store.
  # For production use, please refer to https://github.com/pingcap/tidb-docker-compose
  tidb:
    image: pingcap/tidb:v8.4.0
    profiles:
      - tidb
    command:
      - --store=unistore
    restart: always

  # The Weaviate vector store.
  weaviate:
    image: semitechnologies/weaviate:1.19.0
    profiles:
      - ''
      - weaviate
    restart: always
    volumes:
      # Mount the Weaviate data directory to the con tainer.
      - ./volumes/weaviate:/var/lib/weaviate
    environment:
      # The Weaviate configurations
      # You can refer to the [Weaviate](https://weaviate.io/developers/weaviate/config-refs/env-vars) documentation for more information.
      PERSISTENCE_DATA_PATH: ${WEAVIATE_PERSISTENCE_DATA_PATH:-/var/lib/weaviate}
      QUERY_DEFAULTS_LIMIT: ${WEAVIATE_QUERY_DEFAULTS_LIMIT:-25}
      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED: ${WEAVIATE_AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED:-false}
      DEFAULT_VECTORIZER_MODULE: ${WEAVIATE_DEFAULT_VECTORIZER_MODULE:-none}
      CLUSTER_HOSTNAME: ${WEAVIATE_CLUSTER_HOSTNAME:-node1}
      AUTHENTICATION_APIKEY_ENABLED: ${WEAVIATE_AUTHENTICATION_APIKEY_ENABLED:-true}
      AUTHENTICATION_APIKEY_ALLOWED_KEYS: ${WEAVIATE_AUTHENTICATION_APIKEY_ALLOWED_KEYS:-WVF5YThaHlkYwhGUSmCRgsX3tD5ngdN8pkih}
      AUTHENTICATION_APIKEY_USERS: ${WEAVIATE_AUTHENTICATION_APIKEY_USERS:-hello@dify.ai}
      AUTHORIZATION_ADMINLIST_ENABLED: ${WEAVIATE_AUTHORIZATION_ADMINLIST_ENABLED:-true}
      AUTHORIZATION_ADMINLIST_USERS: ${WEAVIATE_AUTHORIZATION_ADMINLIST_USERS:-hello@dify.ai}

  # Qdrant vector store.
  # (if used, you need to set VECTOR_STORE to qdrant in the api & worker service.)
  qdrant:
    image: langgenius/qdrant:v1.7.3
    profiles:
      - qdrant
    restart: always
    volumes:
      - ./volumes/qdrant:/qdrant/storage
    environment:
      QDRANT_API_KEY: ${QDRANT_API_KEY:-difyai123456}

  # The Couchbase vector store.
  couchbase-server:
    build: ./couchbase-server
    profiles:
      - couchbase
    restart: always
    environment:
      - CLUSTER_NAME=dify_search
      - COUCHBASE_ADMINISTRATOR_USERNAME=${COUCHBASE_USER:-Administrator}
      - COUCHBASE_ADMINISTRATOR_PASSWORD=${COUCHBASE_PASSWORD:-password}
      - COUCHBASE_BUCKET=${COUCHBASE_BUCKET_NAME:-Embeddings}
      - COUCHBASE_BUCKET_RAMSIZE=512
      - COUCHBASE_RAM_SIZE=2048
      - COUCHBASE_EVENTING_RAM_SIZE=512
      - COUCHBASE_INDEX_RAM_SIZE=512
      - COUCHBASE_FTS_RAM_SIZE=1024
    hostname: couchbase-server
    container_name: couchbase-server
    working_dir: /opt/couchbase
    stdin_open: true
    tty: true
    entrypoint: [""]
    command: sh -c "/opt/couchbase/init/init-cbserver.sh"
    volumes:
      - ./volumes/couchbase/data:/opt/couchbase/var/lib/couchbase/data
    healthcheck:
      # ensure bucket was created before proceeding
      test: [ "CMD-SHELL", "curl -s -f -u Administrator:password http://localhost:8091/pools/default/buckets | grep -q '\\[{' || exit 1" ]
      interval: 10s
      retries: 10
      start_period: 30s
      timeout: 10s

  # The pgvector vector database.
  pgvector:
    image: pgvector/pgvector:pg16
    profiles:
      - pgvector
    restart: always
    environment:
      PGUSER: ${PGVECTOR_PGUSER:-postgres}
      # The password for the default postgres user.
      POSTGRES_PASSWORD: ${PGVECTOR_POSTGRES_PASSWORD:-difyai123456}
      # The name of the default postgres database.
      POSTGRES_DB: ${PGVECTOR_POSTGRES_DB:-dify}
      # postgres data directory
      PGDATA: ${PGVECTOR_PGDATA:-/var/lib/postgresql/data/pgdata}
    volumes:
      - ./volumes/pgvector/data:/var/lib/postgresql/data
    healthcheck:
      test: ['CMD', 'pg_isready']
      interval: 1s
      timeout: 3s
      retries: 30

  # pgvecto-rs vector store
  pgvecto-rs:
    image: tensorchord/pgvecto-rs:pg16-v0.3.0
    profiles:
      - pgvecto-rs
    restart: always
    environment:
      PGUSER: ${PGVECTOR_PGUSER:-postgres}
      # The password for the default postgres user.
      POSTGRES_PASSWORD: ${PGVECTOR_POSTGRES_PASSWORD:-difyai123456}
      # The name of the default postgres database.
      POSTGRES_DB: ${PGVECTOR_POSTGRES_DB:-dify}
      # postgres data directory
      PGDATA: ${PGVECTOR_PGDATA:-/var/lib/postgresql/data/pgdata}
    volumes:
      - ./volumes/pgvecto_rs/data:/var/lib/postgresql/data
    healthcheck:
      test: ['CMD', 'pg_isready']
      interval: 1s
      timeout: 3s
      retries: 30

  # Chroma vector database
  chroma:
    image: ghcr.io/chroma-core/chroma:0.5.20
    profiles:
      - chroma
    restart: always
    volumes:
      - ./volumes/chroma:/chroma/chroma
    environment:
      CHROMA_SERVER_AUTHN_CREDENTIALS: ${CHROMA_SERVER_AUTHN_CREDENTIALS:-difyai123456}
      CHROMA_SERVER_AUTHN_PROVIDER: ${CHROMA_SERVER_AUTHN_PROVIDER:-chromadb.auth.token_authn.TokenAuthenticationServerProvider}
      IS_PERSISTENT: ${CHROMA_IS_PERSISTENT:-TRUE}

  # OceanBase vector database
  oceanbase:
    image: quay.io/oceanbase/oceanbase-ce:4.3.3.0-100000142024101215
    profiles:
      - oceanbase
    restart: always
    volumes:
      - ./volumes/oceanbase/data:/root/ob
      - ./volumes/oceanbase/conf:/root/.obd/cluster
      - ./volumes/oceanbase/init.d:/root/boot/init.d
    environment:
      OB_MEMORY_LIMIT: ${OCEANBASE_MEMORY_LIMIT:-6G}
      OB_SYS_PASSWORD: ${OCEANBASE_VECTOR_PASSWORD:-difyai123456}
      OB_TENANT_PASSWORD: ${OCEANBASE_VECTOR_PASSWORD:-difyai123456}
      OB_CLUSTER_NAME: ${OCEANBASE_CLUSTER_NAME:-difyai}
      OB_SERVER_IP: '127.0.0.1'

  # Oracle vector database
  oracle:
    image: container-registry.oracle.com/database/free:latest
    profiles:
      - oracle
    restart: always
    volumes:
      - source: oradata
        type: volume
        target: /opt/oracle/oradata
      - ./startupscripts:/opt/oracle/scripts/startup
    environment:
      ORACLE_PWD: ${ORACLE_PWD:-Dify123456}
      ORACLE_CHARACTERSET: ${ORACLE_CHARACTERSET:-AL32UTF8}

  # Milvus vector database services
  etcd:
    container_name: milvus-etcd
    image: quay.io/coreos/etcd:v3.5.5
    profiles:
      - milvus
    environment:
      ETCD_AUTO_COMPACTION_MODE: ${ETCD_AUTO_COMPACTION_MODE:-revision}
      ETCD_AUTO_COMPACTION_RETENTION: ${ETCD_AUTO_COMPACTION_RETENTION:-1000}
      ETCD_QUOTA_BACKEND_BYTES: ${ETCD_QUOTA_BACKEND_BYTES:-4294967296}
      ETCD_SNAPSHOT_COUNT: ${ETCD_SNAPSHOT_COUNT:-50000}
    volumes:
      - ./volumes/milvus/etcd:/etcd
    command: etcd -advertise-client-urls=http://127.0.0.1:2379 -listen-client-urls http://0.0.0.0:2379 --data-dir /etcd
    healthcheck:
      test: ['CMD', 'etcdctl', 'endpoint', 'health']
      interval: 30s
      timeout: 20s
      retries: 3
    networks:
      - milvus

  minio:
    container_name: milvus-minio
    image: minio/minio:RELEASE.2023-03-20T20-16-18Z
    profiles:
      - milvus
    environment:
      MINIO_ACCESS_KEY: ${MINIO_ACCESS_KEY:-minioadmin}
      MINIO_SECRET_KEY: ${MINIO_SECRET_KEY:-minioadmin}
    volumes:
      - ./volumes/milvus/minio:/minio_data
    command: minio server /minio_data --console-address ":9001"
    healthcheck:
      test: ['CMD', 'curl', '-f', 'http://localhost:9000/minio/health/live']
      interval: 30s
      timeout: 20s
      retries: 3
    networks:
      - milvus

  milvus-standalone:
    container_name: milvus-standalone
    image: milvusdb/milvus:v2.3.1
    profiles:
      - milvus
    command: ['milvus', 'run', 'standalone']
    environment:
      ETCD_ENDPOINTS: ${ETCD_ENDPOINTS:-etcd:2379}
      MINIO_ADDRESS: ${MINIO_ADDRESS:-minio:9000}
      common.security.authorizationEnabled: ${MILVUS_AUTHORIZATION_ENABLED:-true}
    volumes:
      - ./volumes/milvus/milvus:/var/lib/milvus
    healthcheck:
      test: ['CMD', 'curl', '-f', 'http://localhost:9091/healthz']
      interval: 30s
      start_period: 90s
      timeout: 20s
      retries: 3
    depends_on:
      - etcd
      - minio
    ports:
      - 19530:19530
      - 9091:9091
    networks:
      - milvus

  # Opensearch vector database
  opensearch:
    container_name: opensearch
    image: opensearchproject/opensearch:latest
    profiles:
      - opensearch
    environment:
      discovery.type: ${OPENSEARCH_DISCOVERY_TYPE:-single-node}
      bootstrap.memory_lock: ${OPENSEARCH_BOOTSTRAP_MEMORY_LOCK:-true}
      OPENSEARCH_JAVA_OPTS: -Xms${OPENSEARCH_JAVA_OPTS_MIN:-512m} -Xmx${OPENSEARCH_JAVA_OPTS_MAX:-1024m}
      OPENSEARCH_INITIAL_ADMIN_PASSWORD: ${OPENSEARCH_INITIAL_ADMIN_PASSWORD:-Qazwsxedc!@#123}
    ulimits:
      memlock:
        soft: ${OPENSEARCH_MEMLOCK_SOFT:--1}
        hard: ${OPENSEARCH_MEMLOCK_HARD:--1}
      nofile:
        soft: ${OPENSEARCH_NOFILE_SOFT:-65536}
        hard: ${OPENSEARCH_NOFILE_HARD:-65536}
    volumes:
      - ./volumes/opensearch/data:/usr/share/opensearch/data
    networks:
      - opensearch-net

  opensearch-dashboards:
    container_name: opensearch-dashboards
    image: opensearchproject/opensearch-dashboards:latest
    profiles:
      - opensearch
    environment:
      OPENSEARCH_HOSTS: '["https://opensearch:9200"]'
    volumes:
      - ./volumes/opensearch/opensearch_dashboards.yml:/usr/share/opensearch-dashboards/config/opensearch_dashboards.yml
    networks:
      - opensearch-net
    depends_on:
      - opensearch

  # MyScale vector database
  myscale:
    container_name: myscale
    image: myscale/myscaledb:1.6.4
    profiles:
      - myscale
    restart: always
    tty: true
    volumes:
      - ./volumes/myscale/data:/var/lib/clickhouse
      - ./volumes/myscale/log:/var/log/clickhouse-server
      - ./volumes/myscale/config/users.d/custom_users_config.xml:/etc/clickhouse-server/users.d/custom_users_config.xml
    ports:
      - ${MYSCALE_PORT:-8123}:${MYSCALE_PORT:-8123}

  # https://www.elastic.co/guide/en/elasticsearch/reference/current/settings.html
  # https://www.elastic.co/guide/en/elasticsearch/reference/current/docker.html#docker-prod-prerequisites
  elasticsearch:
    image: docker.elastic.co/elasticsearch/elasticsearch:8.14.3
    container_name: elasticsearch
    profiles:
      - elasticsearch
    restart: always
    volumes:
      - dify_es01_data:/usr/share/elasticsearch/data
    environment:
      ELASTIC_PASSWORD: ${ELASTICSEARCH_PASSWORD:-elastic}
      cluster.name: dify-es-cluster
      node.name: dify-es0
      discovery.type: single-node
      xpack.license.self_generated.type: trial
      xpack.security.enabled: 'true'
      xpack.security.enrollment.enabled: 'false'
      xpack.security.http.ssl.enabled: 'false'
    ports:
      - ${ELASTICSEARCH_PORT:-9200}:9200
    healthcheck:
      test: ['CMD', 'curl', '-s', 'http://localhost:9200/_cluster/health?pretty']
      interval: 30s
      timeout: 10s
      retries: 50

  # https://www.elastic.co/guide/en/kibana/current/docker.html
  # https://www.elastic.co/guide/en/kibana/current/settings.html
  kibana:
    image: docker.elastic.co/kibana/kibana:8.14.3
    container_name: kibana
    profiles:
      - elasticsearch
    depends_on:
      - elasticsearch
    restart: always
    environment:
      XPACK_ENCRYPTEDSAVEDOBJECTS_ENCRYPTIONKEY: d1a66dfd-c4d3-4a0a-8290-2abcb83ab3aa
      NO_PROXY: localhost,127.0.0.1,elasticsearch,kibana
      XPACK_SECURITY_ENABLED: 'true'
      XPACK_SECURITY_ENROLLMENT_ENABLED: 'false'
      XPACK_SECURITY_HTTP_SSL_ENABLED: 'false'
      XPACK_FLEET_ISAIRGAPPED: 'true'
      I18N_LOCALE: zh-CN
      SERVER_PORT: '5601'
      ELASTICSEARCH_HOSTS: http://elasticsearch:9200
    ports:
      - ${KIBANA_PORT:-5601}:5601
    healthcheck:
      test: ['CMD-SHELL', 'curl -s http://localhost:5601 >/dev/null || exit 1']
      interval: 30s
      timeout: 10s
      retries: 3

  # unstructured .
  # (if used, you need to set ETL_TYPE to Unstructured in the api & worker service.)
  unstructured:
    image: downloads.unstructured.io/unstructured-io/unstructured-api:latest
    profiles:
      - unstructured
    restart: always
    volumes:
      - ./volumes/unstructured:/app/data

networks:
  # create a network between sandbox, api and ssrf_proxy, and can not access outside.
  ssrf_proxy_network:
    driver: bridge
    internal: true
  milvus:
    driver: bridge
  opensearch-net:
    driver: bridge
    internal: true

volumes:
  oradata:
  dify_es01_data:

执行

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sudo apt-get update
sudo curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc
sudo chmod 777 /etc/apt/keyrings/docker.asc
echo \
>   "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/ubuntu \
>   $(. /etc/os-release && echo "$VERSION_CODENAME") stable" | \
>   sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
sudo apt-get update
docker compose -f docker-compose.yaml up -d

执行完成后查看一下

代码语言:javascript
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docker ps

在浏览器中输入

创建工作流

这里我们以官网为例来说明,创建一个文本写作的内容。

首先点击工作室,创建一个空白应用

选择工作流,填入应用的名称

先点击开始,选择我们的输入

输入字段,点+号

然后选择上传文档,变量名必须为英文

然后选择文档提取器节点

输入变量为document,输出变量为text

然后选择大模型节点

在LLM中选择模型,我这里选择的是gpt-4o-mini,上下文选择文档提取器/text。SYSTEM填写

代码语言:javascript
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你是一个文档大纲提取专家

提示词,我这里是

代码语言:javascript
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将以下提纲解析为JSON格式:文档提取器text}返回格式示例:
[    
    {{      
        "chapter": "第一章:背景家世",      
        "subchapter": ["1您的名字有什么特殊的含义或故事吗?我的名字\“列夫·托尔斯泰\”意味着\“神的和平\”,这反映了我家族对宗教和道德价值的重视。",                     
                        "您的家族有什么样的传统或家训?我的家族一直秉承着诚实、勤劳和对教育的重视,这些传统对我影响深远。",                     
                        "您的父母是如何相遇的,他们的故事对您有什么影响?我的父母是在一次贵族聚会上相遇的,他们的故事教会了我关于爱情和责任的重要性。"]    
    }}
]
只需要返回JSON格式,不要做无关的事情

此时我们可以点一下运行看一下效果

上传我们的文档,点运行

运行完成后,点追踪,我们可以看到每一个节点所花费的时间

然后,我们来看一下大模型的输入、提示词、输出

代码语言:javascript
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{
  "#context#": "采访大纲记录和回答\n第一章:背景家世\n• 您的名字有什么特殊的含义或故事吗?\n• 我的名字“列夫·托尔斯泰”意味着“神的和平”,这反映了我家族对宗教和道德价值的重视。\n• 您的家族有什么样的传统或家训?\n• 我的家族一直秉承着诚实、勤劳和对教育的重视,这些传统对我影响深远。\n• 您的父母是如何相遇的,他们的故事对您有什么影响?\n• 我的父母是在一次贵族聚会上相遇的,他们的故事教会了我关于爱情和责任的重要性。\n• 您能分享一下您家族中的重要历史事件或转折点吗?\n• 家族…}

提示词

代码语言:javascript
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{
  "model_mode": "chat",
  "prompts": [
    {
      "role": "system",
      "text": "将以下提纲解析为JSON格式:\n采访大纲记录和回答\n第一章:背景家世\n• 您的名字有什么特殊的含义或故事吗?\n• 我的名字“列夫·托尔斯泰”意味着“神的和平”,这反映了我家族对宗教和道德价值的重视。\n• 您的家族有什…  "model_name": "gpt-4o-mini"
}

输出

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{
  "text": "```json\n[\n    {\n        \"chapter\": \"第一章:背景家世\",\n        \"subchapter\": [\n            \"您的名字有什么特殊的含义或故事吗?我的名字“列夫·托尔斯泰”意味着“神的和平”,这反映了我家族对宗教和道德价值的重视。\",\n            \"您的家族有什么样的传统或家训?我的家族一直秉承着诚实、勤劳和对教育的重视,这些传统对我影响深远。\",\n            \"您的父母是如何相遇的,他们的故事对您有什么影响?我的父母是在一次贵族聚会上相遇的,他们的故事教会了我关于爱情和责任的重要性。\",\n            \"您能分享一下您家族中的重要历史事件或转折点吗?家族中最重要的转折点是曾祖父在拿破仑战争中的英勇表现,这为我们家族赢得了荣誉和尊重。\"\n        ]\n    },\n    {\n        \"chapter\": \"第二章:童年时光\",\n        \"subchapter\": [\n            \"您童年时期最难忘的记忆是什么?我童年最难忘的是在家族庄园的广阔田野上自由奔跑,那里充满了我的欢笑和探索。\",\n            \"您童年时的家乡有哪些特色或变化?我的家乡有着丰富的自然资源和深厚的文化底蕴,随着时间的推移,它逐渐成为了俄罗斯文学的摇篮。\",\n            \"您童年的家庭生活是怎样的?我的童年家庭生活充满了爱和关怀,尽管父母早逝,但家族的长辈给了我足够的温暖和教育。\",\n            \"您还记得您儿时的玩伴吗?他们对您有什么影响?我儿时的玩伴主要是家族的兄弟姐妹和庄园里的孩子们,他们让我学会了分享和团队合作。\"\n        ]\n    },\n    {\n        \"chapter\": \"第三章:求学岁月\",\n        \"subchapter\": [\n            \"您在求学过程中遇到的最大挑战是什么?求学过程中最大的挑战是适应正规教育体系,我更倾向于自学和探索。\",\n            \"您有哪些特别尊敬的老师或导师?我特别尊敬的老师是那些能够激发我思考和鼓励我独立创作的导师。\",\n            \"您在学校中最骄傲的成就是什么?我在学校中最骄傲的成就是我开始创作诗歌和故事,这些作品受到了同学们的喜爱。\",\n            \"您和同学之间有哪些难忘的故事?我和同学们一起组织文学社团,共同探讨文学和哲学问题,这些经历对我影响深远。\"\n        ]\n    },\n    {\n        \"chapter\": \"第四章:职业生涯\",\n        \"subchapter\": [\n            \"您的第一份工作是什么?您是如何得到这份工作的?我的第一份工作是家族庄园的管理者,这份工作让我有机会实践我对社会改革的想法。\",\n            \"您在职业生涯中取得的最大成就是什么?我职业生涯中最大的成就是创作了《战争与和平》和《安娜·卡列尼娜》,这些作品对世界文学产生了深远影响。\",\n            \"您在工作过程中遇到的最大挑战是什么,您是如何克服的?我遇到的最大挑战是如何平衡文学创作和社会活动,我通过严格的时间管理和自我约束来克服。\",\n            \"您的职业经历中的转折点是什么?我的职业转折点是决定放弃贵族生活,专注于文学创作和精神探索。\"\n        ]\n    },\n    {\n        \"chapter\": \"第五章:婚姻家庭\",\n        \"subchapter\": [\n            \"您和您的伴侣是如何相遇的?我和伴侣索尼娅是在家族的一次聚会上相遇的,我们彼此一见钟情。\",\n            \"您的婚姻生活中有哪些难忘的时刻?婚姻生活中最难忘的是与索尼娅共同抚养孩子,以及一起度过的艰难岁月。\",\n            \"您在为人父母的过程中学到了什么?作为父母,我学到了耐心、牺牲和无条件的爱的重要性。\",\n            \"您如何平衡工作和家庭生活?我通过设定工作和家庭的界限,以及与索尼娅共同分担家庭责任来平衡两者。\"\n        ]\n    },\n    {\n        \"chapter\": \"第六章:人缘际遇\",\n        \"subchapter\": [\n            \"您和您的兄弟姐妹关系如何?我和兄弟姐妹关系非常亲密,我们互相支持,共同成长。\",\n            \"您有哪些长期保持联系的老朋友?我有一些从年轻时就认识的朋友,如屠格涅夫和陀思妥耶夫斯基,我们一直保持着深厚的友谊。\",\n            \"您生命中有哪些重要的贵人,他们是如何帮助您的?我生命中的贵人包括我的导师和一些文学界的前辈,他们对我的写作生涯有着重要的影响。\"\n        ]\n    },\n    {\n        \"chapter\": \"第七章:岁月变迁\",\n        \"subchapter\": [\n            \"您的家乡在您成长过程中发生了哪些变化?我的家乡经历了俄罗斯社会的动荡和变革,这些变化深刻影响了我的思想和创作。\",\n            \"您亲历了哪些重要的历史事件?我亲历了1861年的农奴制改革,这一事件对我的世界观和文学创作产生了深远影响。\",\n            \"您认为时代的变化对您的生活有哪些影响?时代的变化让我更加关注社会公正和人类的精神追求,这些主题在我的作品中得到了体现。\"\n        ]\n    },\n    {\n        \"chapter\": \"第八章:晚年生活\",\n        \"subchapter\": [\n            \"您退休后的生活是怎样的?我晚年的生活主要是在庄园中度过,我专注于写作和精神探索。\",\n            \"您对未来有什么期望或计划?我对未来的期望是能够继续创作,留下更多的文学作品供后人阅读和思考。\",\n            \"您对年轻一代有什么建议或寄语?我对年轻一代的建议是珍惜时间,不断学习和成长,同时也要关注社会和他人。\"\n        ]\n    },\n    {\n        \"chapter\": \"第九章:人生感悟\",\n        \"subchapter\": [\n            \"您认为什么是幸福?我认为幸福是内心的平静和满足,是对生活有深刻的理解和感悟。\",\n            \"您在人生中最自豪的成就是是什么?我人生中最自豪的成就是能够通过我的文学作品影响和启发人们。\",\n            \"您在人生中遇到过哪些重大的转折点?我人生中的重大转折点是决定放弃贵族生活,专注于文学创作和精神探索。\",\n            \"您有哪些遗憾,您是如何释怀的?我有一些遗憾,比如没有更多时间陪伴家人,但我通过珍惜现在来释怀。\",\n            \"您对青春的寄语是什么?我对青春的寄语是勇敢追梦,不畏挑战,同时也要珍惜身边的人。\",\n            \"您希望如何影响或启发后人?我希望我能够通过我的经历和故事,启发后人去追求他们的梦想,同时也要关注社会和他人。\"\n        ]\n    }\n]\n```",
  "usage": {
    "prompt_tokens": 1764,
    "prompt_unit_price": "0.15",
    "prompt_price_unit": "0.000001",
    "prompt_price": "0.0002646",
    "completion_tokens": 1688,
    "completion_unit_price": "0.60",
    "completion_price_unit": "0.000001",
    "completion_price": "0.0010128",
    "total_tokens": 3452,
    "total_price": "0.0012774",
    "currency": "USD",
    "latency": 23.888047418091446
  },
  "finish_reason": "stop"
}

继续添加代码执行节点,输入变量arg1为LLM text,输出变量result为ArrarObject

代码为

代码语言:javascript
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import json
def main(arg1: str) -> dict:
    if arg1.startswith('```'):
        arg1 = arg1[8:-4]
    data = json.loads(arg1)
    return {
        "result": data
    }

运行结果

代码语言:javascript
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{
  "result": [
    {
      "chapter": "第一章:背景家世",
      "subchapter": [
        "您的名字有什么特殊的含义或故事吗?我的名字“列夫·托尔斯泰”意味着“神的和平”,这反映了我家族对宗教和道德价值的重视。",
        "您的家族有什么样的传统或家训?我的家族一直秉承着诚实、勤劳和对教育的重视,这些传统对我影响深远。",
        "您的父母是如何相遇的,他们的故事对您有什么影响?我的父母是在一次贵族聚会上相遇的,他们的故事教会了我关于爱情和责任的重要性。",
        "您能分享一下您家族中的重要历史事件或转折点吗?家族中最重要的转折点是曾祖父在拿破仑战争中的英勇表现,这为我们家族赢得了荣誉和尊重。"
      ]
    },
    {
      "chapter": "第二章:童年时光",
      "subchapter": [
        "您童年时期最难忘的记忆是什么?我童年最难忘的是在家族庄园的广阔田野上自由奔跑,那里充满了我的欢笑和探索。",
        "您童年时的家乡有哪些特色或变化?我的家乡有着丰富的自然资源和深厚的文化底蕴,随着时间的推移,它逐渐成为了俄罗斯文学的摇篮。",
        "您童年的家庭生活是怎样的?我的童年家庭生活充满了爱和关怀,尽管父母早逝,但家族的长辈给了我足够的温暖和教育。",
        "您还记得您儿时的玩伴吗?他们对您有什么影响?我儿时的玩伴主要是家族的兄弟姐妹和庄园里的孩子们,他们让我学会了分享和团队合作。"
      ]
    },
    {
      "chapter": "第三章:求学岁月",
      "subchapter": [
        "您在求学过程中遇到的最大挑战是什么?求学过程中最大的挑战是适应正规教育体系,我更倾向于自学和探索。",
        "您有哪些特别尊敬的老师或导师?我特别尊敬的老师是那些能够激发我思考和鼓励我独立创作的导师。",
        "您在学校中最骄傲的成就是什么?我在学校中最骄傲的成就是我开始创作诗歌和故事,这些作品受到了同学们的喜爱。",
        "您和同学之间有哪些难忘的故事?我和同学们一起组织文学社团,共同探讨文学和哲学问题,这些经历对我影响深远。"
      ]
    },
    {
      "chapter": "第四章:职业生涯",
      "subchapter": [
        "您的第一份工作是什么?您是如何得到这份工作的?我的第一份工作是家族庄园的管理者,这份工作让我有机会实践我对社会改革的想法。",
        "您在职业生涯中取得的最大成就是什么?我职业生涯中最大的成就是创作了《战争与和平》和《安娜·卡列尼娜》,这些作品对世界文学产生了深远影响。",
        "您在工作过程中遇到的最大挑战是什么,您是如何克服的?我遇到的最大挑战是如何平衡文学创作和社会活动,我通过严格的时间管理和自我约束来克服。",
        "您的职业经历中的转折点是什么?我的职业转折点是决定放弃贵族生活,专注于文学创作和精神探索。"
      ]
    },
    {
      "chapter": "第五章:婚姻家庭",
      "subchapter": [
        "您和您的伴侣是如何相遇的?我和伴侣索尼娅是在家族的一次聚会上相遇的,我们彼此一见钟情。",
        "您的婚姻生活中有哪些难忘的时刻?婚姻生活中最难忘的是与索尼娅共同抚养孩子,以及一起度过的艰难岁月。",
        "您在为人父母的过程中学到了什么?作为父母,我学到了耐心、牺牲和无条件的爱的重要性。",
        "您如何平衡工作和家庭生活?我通过设定工作和家庭的界限,以及与索尼娅共同分担家庭责任来平衡两者。"
      ]
    },
    {
      "chapter": "第六章:人缘际遇",
      "subchapter": [
        "您和您的兄弟姐妹关系如何?我和兄弟姐妹关系非常亲密,我们互相支持,共同成长。",
        "您有哪些长期保持联系的老朋友?我有一些从年轻时就认识的朋友,如屠格涅夫和陀思妥耶夫斯基,我们一直保持着深厚的友谊。",
        "您生命中有哪些重要的贵人,他们是如何帮助您的?我生命中的贵人包括我的导师和一些文学界的前辈,他们对我的写作生涯有着重要的影响。"
      ]
    },
    {
      "chapter": "第七章:岁月变迁",
      "subchapter": [
        "您的家乡在您成长过程中发生了哪些变化?我的家乡经历了俄罗斯社会的动荡和变革,这些变化深刻影响了我的思想和创作。",
        "您亲历了哪些重要的历史事件?我亲历了1861年的农奴制改革,这一事件对我的世界观和文学创作产生了深远影响。",
        "您认为时代的变化对您的生活有哪些影响?时代的变化让我更加关注社会公正和人类的精神追求,这些主题在我的作品中得到了体现。"
      ]
    },
    {
      "chapter": "第八章:晚年生活",
      "subchapter": [
        "您退休后的生活是怎样的?我晚年的生活主要是在庄园中度过,我专注于写作和精神探索。",
        "您对未来有什么期望或计划?我对未来的期望是能够继续创作,留下更多的文学作品供后人阅读和思考。",
        "您对年轻一代有什么建议或寄语?我对年轻一代的建议是珍惜时间,不断学习和成长,同时也要关注社会和他人。"
      ]
    },
    {
      "chapter": "第九章:人生感悟",
      "subchapter": [
        "您认为什么是幸福?我认为幸福是内心的平静和满足,是对生活有深刻的理解和感悟。",
        "您在人生中最自豪的成就是是什么?我人生中最自豪的成就是能够通过我的文学作品影响和启发人们。",
        "您在人生中遇到过哪些重大的转折点?我人生中的重大转折点是决定放弃贵族生活,专注于文学创作和精神探索。",
        "您有哪些遗憾,您是如何释怀的?我有一些遗憾,比如没有更多时间陪伴家人,但我通过珍惜现在来释怀。",
        "您对青春的寄语是什么?我对青春的寄语是勇敢追梦,不畏挑战,同时也要珍惜身边的人。",
        "您希望如何影响或启发后人?我希望我能够通过我的经历和故事,启发后人去追求他们的梦想,同时也要关注社会和他人。"
      ]
    }
  ]
}

继续添加迭代节点,并且在迭代中添加大模型节点

大模型的设置如下

Browser-Use

环境安装

下载地址:https://github.com/browser-use/browser-use

代码语言:javascript
代码运行次数:0
复制
conda create -n browser python=3.11
conda activate browser
pip install browser-use
playwright install

设置API_KEY

下载完成后进入主文件夹

代码语言:javascript
代码运行次数:0
复制
cp .env.example .env

内容如下

代码语言:javascript
代码运行次数:0
复制
OPENAI_API_KEY=******
ANTHROPIC_API_KEY=

# Set to false to disable anonymized telemetry
ANONYMIZED_TELEMETRY=true

# LogLevel: Set to debug to enable verbose logging, set to result to get results only. Available: result | debug | info
BROWSER_USE_LOGGING_LEVEL=info
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原始发表:2025-02-06,如有侵权请联系 cloudcommunity@tencent.com 删除

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