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
# ==================================================================
# 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:
- ${KIBANA_PORT:-5601}:5601
healthcheck:
test: ['CMD-SHELL', 'curl -s http://localhost:5601 >/dev/null || exit 1']
interval: 30s
timeout: 10s
retries: 3
# unstructured .
# (if used, you need to set ETL_TYPE to Unstructured in the api & worker service.)
unstructured:
image: downloads.unstructured.io/unstructured-io/unstructured-api:latest
profiles:
- unstructured
restart: always
volumes:
- ./volumes/unstructured:/app/data
networks:
# create a network between sandbox, api and ssrf_proxy, and can not access outside.
ssrf_proxy_network:
driver: bridge
internal: true
milvus:
driver: bridge
opensearch-net:
driver: bridge
internal: true
volumes:
oradata:
dify_es01_data:
执行
sudo apt-get update
sudo curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc
sudo chmod 777 /etc/apt/keyrings/docker.asc
echo \
> "deb [arch=$(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
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
你是一个文档大纲提取专家
提示词,我这里是
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
{
"#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
{
"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
{
"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
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
{
"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
环境安装
下载地址:https://github.com/browser-use/browser-use
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
cp .env.example .env
内容如下
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