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Dify1.01版本vscode 本地环境搭建运行实践

article 2025/3/16 2:27:53

dify 是python编写的低代码AI 开发平台，是常用的大模型开发平台。

本文基于最新的1.0.1版本实践完成，有需要的可以私信交流。

咨询免费，详细文档及视频需要一定成本，大概相当于节约的时间成本。

搭建环境windows 11
开发工具vscode

搭建步骤：

1. Start the docker-compose stack

window 环境下运行docker命令，需要下载docker 官网镜像，会遇到timeout 问题。

2. Copy `.env.example` to `.env`

3. Generate a `SECRET_KEY` in the `.env` file.

这一步需要先在window 系统中配置openssl

4. Create environment.

你需要安装合适版本的python 、然后安装poetry

5. Install dependencies

下载python依赖的库，根据网速需要不同的时间

6. Run migrate

PS D:\Projects-python\dify-1.0.1\docker> cd ..\api\
PS D:\Projects-python\dify-1.0.1\api> poetry run python -m flask db upgrade
2025-03-13 10:55:25,160 INFO [utils.py:162]  NumExpr defaulting to 8 threads.
D:\Projects-python\dify-1.0.1\api\controllers\console\remote_files.py:9: UserWarning: To use python-magic guess MIMETYPE, you need to run `pip install python-magic-bin`
  from controllers.common import helpers
INFO  [alembic.runtime.migration] Context impl PostgresqlImpl.
INFO  [alembic.runtime.migration] Will assume transactional DDL.
INFO  [alembic.runtime.migration] Running upgrade  -> 64b051264f32, init
INFO  [alembic.runtime.migration] Running upgrade 64b051264f32 -> 9f4e3427ea84, add created by role
INFO  [alembic.runtime.migration] Running upgrade 9f4e3427ea84 -> a45f4dfde53b, add language to recommend apps
INFO  [alembic.runtime.migration] Running upgrade a45f4dfde53b -> 614f77cecc48, add last active at
INFO  [alembic.runtime.migration] Running upgrade 614f77cecc48 -> e32f6ccb87c6, e08af0a69ccefbb59fa80c778efee300bb780980
INFO  [alembic.runtime.migration] Running upgrade e32f6ccb87c6 -> d3d503a3471c, add is_deleted to conversations
INFO  [alembic.runtime.migration] Running upgrade d3d503a3471c -> a5b56fb053ef, app config add speech_to_text
INFO  [alembic.runtime.migration] Running upgrade a5b56fb053ef -> 2beac44e5f5f, add is_universal in apps
INFO  [alembic.runtime.migration] Running upgrade 2beac44e5f5f -> 7ce5a52e4eee, add tool providers
INFO  [alembic.runtime.migration] Running upgrade 7ce5a52e4eee -> 8d2d099ceb74, add_qa_model_support
INFO  [alembic.runtime.migration] Running upgrade 8d2d099ceb74 -> 16fa53d9faec, add provider model support
INFO  [alembic.runtime.migration] Running upgrade 16fa53d9faec -> e35ed59becda, modify quota limit field type
INFO  [alembic.runtime.migration] Running upgrade e35ed59becda -> bf0aec5ba2cf, add provider order
INFO  [alembic.runtime.migration] Running upgrade bf0aec5ba2cf -> 5022897aaceb, add model name in embedding
INFO  [alembic.runtime.migration] Running upgrade 5022897aaceb -> 2c8af9671032, add_qa_document_language
INFO  [alembic.runtime.migration] Running upgrade 2c8af9671032 -> e8883b0148c9, add_dataset_model_name
INFO  [alembic.runtime.migration] Running upgrade e8883b0148c9 -> 853f9b9cd3b6, add message price unit
INFO  [alembic.runtime.migration] Running upgrade 853f9b9cd3b6 -> 4bcffcd64aa4, update_dataset_model_field_null_available
INFO  [alembic.runtime.migration] Running upgrade 4bcffcd64aa4 -> 6dcb43972bdc, add_dataset_retriever_resource
INFO  [alembic.runtime.migration] Running upgrade 6dcb43972bdc -> 77e83833755c, add_app_config_retriever_resource
INFO  [alembic.runtime.migration] Running upgrade 77e83833755c -> 6e2cfb077b04, add_dataset_collection_binding
INFO  [alembic.runtime.migration] Running upgrade 6e2cfb077b04 -> ab23c11305d4, add dataset query variable at app model configs.
INFO  [alembic.runtime.migration] Running upgrade ab23c11305d4 -> 2e9819ca5b28, add_tenant_id_in_api_token
INFO  [alembic.runtime.migration] Running upgrade 2e9819ca5b28 -> b3a09c049e8e, add advanced prompt templates
INFO  [alembic.runtime.migration] Running upgrade b3a09c049e8e -> 968fff4c0ab9, add_api_based_extension
INFO  [alembic.runtime.migration] Running upgrade 968fff4c0ab9 -> a9836e3baeee, add external_data_tools in app model config
INFO  [alembic.runtime.migration] Running upgrade a9836e3baeee -> 8fe468ba0ca5, add gpt4v supports
INFO  [alembic.runtime.migration] Running upgrade 8fe468ba0ca5 -> fca025d3b60f, add-dataset-retrieval-model
INFO  [alembic.runtime.migration] Running upgrade fca025d3b60f -> e1901f623fd0, add-annotation-reply
INFO  [alembic.runtime.migration] Running upgrade e1901f623fd0 -> 46976cc39132, add-annotation-histoiry-score
INFO  [alembic.runtime.migration] Running upgrade 46976cc39132 -> f2a6fc85e260, add_anntation_history_message_id
INFO  [alembic.runtime.migration] Running upgrade f2a6fc85e260 -> 714aafe25d39, add_anntation_history_match_response
INFO  [alembic.runtime.migration] Running upgrade 714aafe25d39 -> 246ba09cbbdb, add_app_anntation_setting
INFO  [alembic.runtime.migration] Running upgrade 246ba09cbbdb -> 88072f0caa04, add custom config in tenant
INFO  [alembic.runtime.migration] Running upgrade 88072f0caa04 -> 187385f442fc, modify provider model name length
INFO  [alembic.runtime.migration] Running upgrade 187385f442fc -> 89c7899ca936, empty message
INFO  [alembic.runtime.migration] Running upgrade 89c7899ca936 -> 3ef9b2b6bee6, add_assistant_app
INFO  [alembic.runtime.migration] Running upgrade 3ef9b2b6bee6 -> ad472b61a054, add api provider icon
INFO  [alembic.runtime.migration] Running upgrade ad472b61a054 -> 8ec536f3c800, rename api provider credentials
INFO  [alembic.runtime.migration] Running upgrade 8ec536f3c800 -> 00bacef91f18, rename api provider description
INFO  [alembic.runtime.migration] Running upgrade 00bacef91f18 -> f25003750af4, add created/updated at
INFO  [alembic.runtime.migration] Running upgrade f25003750af4 -> c71211c8f604, add tool_invoke_model_log
INFO  [alembic.runtime.migration] Running upgrade c71211c8f604 -> 114eed84c228, remove tool id from model invoke
INFO  [alembic.runtime.migration] Running upgrade 114eed84c228 -> 4829e54d2fee, change message chain id to nullable
INFO  [alembic.runtime.migration] Running upgrade 4829e54d2fee -> 053da0c1d756, add api tool privacy
INFO  [alembic.runtime.migration] Running upgrade 053da0c1d756 -> 4823da1d26cf, add tool file
INFO  [alembic.runtime.migration] Running upgrade 4823da1d26cf -> 9fafbd60eca1, add message file belongs to
INFO  [alembic.runtime.migration] Running upgrade 9fafbd60eca1 -> 8ae9bc661daa, add tool conversation variables idx
INFO  [alembic.runtime.migration] Running upgrade 8ae9bc661daa -> 23db93619b9d, add message files into agent thought
INFO  [alembic.runtime.migration] Running upgrade 23db93619b9d -> de95f5c77138, migration serpapi_api_key
INFO  [alembic.runtime.migration] Running upgrade de95f5c77138 -> b24be59fbb04, empty message
INFO  [alembic.runtime.migration] Running upgrade b24be59fbb04 -> dfb3b7f477da, add-tool-index
INFO  [alembic.runtime.migration] Running upgrade dfb3b7f477da -> 380c6aa5a70d, add tool labels to agent thought
INFO  [alembic.runtime.migration] Running upgrade 380c6aa5a70d -> 16830a790f0f, empty message
INFO  [alembic.runtime.migration] Running upgrade 16830a790f0f -> a8f9b3c45e4a, add_tenant_id_db_index
INFO  [alembic.runtime.migration] Running upgrade a8f9b3c45e4a -> 17b5ab037c40, add-keyworg-table-storage-type
INFO  [alembic.runtime.migration] Running upgrade 17b5ab037c40 -> a8d7385a7b66, add-embeddings-provider-name
INFO  [alembic.runtime.migration] Running upgrade a8d7385a7b66 -> b289e2408ee2, add workflow
INFO  [alembic.runtime.migration] Running upgrade b289e2408ee2 -> cc04d0998d4d, set model config column nullable
INFO  [alembic.runtime.migration] Running upgrade cc04d0998d4d -> f9107f83abab, add desc for apps
INFO  [alembic.runtime.migration] Running upgrade f9107f83abab -> 42e85ed5564d, conversation columns set nullable
INFO  [alembic.runtime.migration] Running upgrade 42e85ed5564d -> b5429b71023c, messages columns set nullable
INFO  [alembic.runtime.migration] Running upgrade b5429b71023c -> 563cf8bf777b, enable tool file without conversation id
INFO  [alembic.runtime.migration] Running upgrade 563cf8bf777b -> e2eacc9a1b63, add status for message
INFO  [alembic.runtime.migration] Running upgrade e2eacc9a1b63 -> c3311b089690, add tool meta
INFO  [alembic.runtime.migration] Running upgrade c3311b089690 -> 3c7cac9521c6, add-tags-and-binding-table
INFO  [alembic.runtime.migration] Running upgrade 3c7cac9521c6 -> 47cc7df8c4f3, modify default model name length
INFO  [alembic.runtime.migration] Running upgrade 47cc7df8c4f3 -> 5fda94355fce, Custom Disclaimer
INFO  [alembic.runtime.migration] Running upgrade 5fda94355fce -> 7bdef072e63a, add workflow tool
INFO  [alembic.runtime.migration] Running upgrade 7bdef072e63a -> 3b18fea55204, add tool label bings
INFO  [alembic.runtime.migration] Running upgrade 3b18fea55204 -> 9e98fbaffb88, add workflow tool version
INFO  [alembic.runtime.migration] Running upgrade 9e98fbaffb88 -> 03f98355ba0e, add workflow tool label and tool bindings idx
INFO  [alembic.runtime.migration] Running upgrade 03f98355ba0e -> 64a70a7aab8b, add workflow run index
INFO  [alembic.runtime.migration] Running upgrade 64a70a7aab8b -> 4e99a8df00ff, add load balancing
INFO  [alembic.runtime.migration] Running upgrade 4e99a8df00ff -> 7b45942e39bb, add-api-key-auth-binding
INFO  [alembic.runtime.migration] Running upgrade 7b45942e39bb -> 4ff534e1eb11, add workflow to site
INFO  [alembic.runtime.migration] Running upgrade 4ff534e1eb11 -> b69ca54b9208, add chatbot color theme
INFO  [alembic.runtime.migration] Running upgrade 4ff534e1eb11 -> 04c602f5dc9b, update AppModelConfig and add table TracingAppConfig
INFO  [alembic.runtime.migration] Running upgrade 04c602f5dc9b -> c031d46af369, remove app model config trace config and rename trace app config
INFO  [alembic.runtime.migration] Running upgrade c031d46af369 -> 2a3aebbbf4bb, add app tracing
INFO  [alembic.runtime.migration] Running upgrade 2a3aebbbf4bb, b69ca54b9208 -> 63f9175e515b, merge branches
INFO  [alembic.runtime.migration] Running upgrade 63f9175e515b -> b2602e131636, add workflow_run_id index for message
INFO  [alembic.runtime.migration] Running upgrade b2602e131636 -> 7e6a8693e07a, add table dataset_permissions
INFO  [alembic.runtime.migration] Running upgrade 7e6a8693e07a -> 161cadc1af8d, add dataset permission tenant id
INFO  [alembic.runtime.migration] Running upgrade 161cadc1af8d -> 408176b91ad3, 'add_max_active_requests'
INFO  [alembic.runtime.migration] Running upgrade 408176b91ad3 -> fecff1c3da27, remove extra tracing app config table and add idx_dataset_permissions_tenant_id
INFO  [alembic.runtime.migration] Running upgrade fecff1c3da27 -> 6e957a32015b, add-embedding-cache-created_at_index
INFO  [alembic.runtime.migration] Running upgrade 6e957a32015b -> 8e5588e6412e, add environment variable to workflow model
INFO  [alembic.runtime.migration] Running upgrade 8e5588e6412e -> 53bf8af60645, update model
INFO  [alembic.runtime.migration] Running upgrade 53bf8af60645 -> eeb2e349e6ac, increase max model_name length
INFO  [alembic.runtime.migration] Running upgrade eeb2e349e6ac -> 1787fbae959a, update tools original_url length
INFO  [alembic.runtime.migration] Running upgrade 1787fbae959a -> 63a83fcf12ba, support conversation variables
INFO  [alembic.runtime.migration] Running upgrade 63a83fcf12ba -> 8782057ff0dc, add conversations.dialogue_count
INFO  [alembic.runtime.migration] Running upgrade 8782057ff0dc -> a6be81136580, app and site icon type
INFO  [alembic.runtime.migration] Running upgrade a6be81136580 -> 2dbe42621d96, rename workflow__conversation_variables to workflow_conversation_variables
INFO  [alembic.runtime.migration] Running upgrade 2dbe42621d96 -> d0187d6a88dd, add created_by and updated_by to app, modelconfig, and site
INFO  [alembic.runtime.migration] Running upgrade d0187d6a88dd -> 030f4915f36a, add use_icon_as_answer_icon fields for app and site
INFO  [alembic.runtime.migration] Running upgrade 030f4915f36a -> 675b5321501b, add node_execution_id into node_executions
INFO  [alembic.runtime.migration] Running upgrade 675b5321501b -> d57ba9ebb251, add parent_message_id to messages
INFO  [alembic.runtime.migration] Running upgrade d57ba9ebb251 -> 6af6a521a53e, update-retrieval-resource
INFO  [alembic.runtime.migration] Running upgrade 6af6a521a53e -> 33f5fac87f29, external_knowledge_api
INFO  [alembic.runtime.migration] Running upgrade 33f5fac87f29 -> d8e744d88ed6, fix wrong service-api history
INFO  [alembic.runtime.migration] Running upgrade d8e744d88ed6 -> bbadea11becb, add name and size to tool_files
INFO  [alembic.runtime.migration] Running upgrade bbadea11becb -> 0251a1c768cc, add-tidb-auth-binding
INFO  [alembic.runtime.migration] Running upgrade 0251a1c768cc -> 43fa78bc3b7d, add_white_list
INFO  [alembic.runtime.migration] Running upgrade 43fa78bc3b7d -> d3f6769a94a3, Add upload_files.source_url
INFO  [alembic.runtime.migration] Running upgrade d3f6769a94a3 -> 93ad8c19c40b, rename conversation variables index name
INFO  [alembic.runtime.migration] Running upgrade 93ad8c19c40b -> f4d7ce70a7ca, update upload_files.source_url
INFO  [alembic.runtime.migration] Running upgrade f4d7ce70a7ca -> d07474999927, update type of custom_disclaimer to TEXT
INFO  [alembic.runtime.migration] Running upgrade d07474999927 -> 09a8d1878d9b, update workflows graph, features and updated_at
INFO  [alembic.runtime.migration] Running upgrade 09a8d1878d9b -> 01d6889832f7, add_created_at_index_for_messages
INFO  [alembic.runtime.migration] Running upgrade 01d6889832f7 -> cf8f4fc45278, add exceptions_count field to WorkflowRun model
INFO  [alembic.runtime.migration] Running upgrade cf8f4fc45278 -> 11b07f66c737, remove unused tool_providers
INFO  [alembic.runtime.migration] Running upgrade 11b07f66c737 -> e1944c35e15e, add retry_index field to node-execution model
INFO  [alembic.runtime.migration] Running upgrade e1944c35e15e -> d7999dfa4aae, remove workflow_node_executions.retry_index if exists
INFO  [alembic.runtime.migration] Running upgrade d7999dfa4aae -> e19037032219, parent-child-index
INFO  [alembic.runtime.migration] Running upgrade e19037032219 -> 923752d42eb6, add_auto_disabled_dataset_logs
INFO  [alembic.runtime.migration] Running upgrade 923752d42eb6 -> a91b476a53de, change workflow_runs.total_tokens to bigint
INFO  [alembic.runtime.migration] Running upgrade a91b476a53de -> ddcc8bbef391, increase max length of builtin tool provider
INFO  [alembic.runtime.migration] Running upgrade ddcc8bbef391 -> 08ec4f75af5e, add_tenant_plugin_permisisons
INFO  [alembic.runtime.migration] Running upgrade 08ec4f75af5e -> 4413929e1ec2, extend_provider_name_column
INFO  [alembic.runtime.migration] Running upgrade 4413929e1ec2 -> 5511c782ee4c, extend provider column
INFO  [alembic.runtime.migration] Running upgrade 5511c782ee4c -> ee79d9b1c156, add marked_name and marked_comment in workflows
INFO  [alembic.runtime.migration] Running upgrade ee79d9b1c156 -> f051706725cc, add_rate_limit_logs