Added release notes v0.11.0 (#3745)

### What problem does this PR solve?



### Type of change


- [x] Documentation Update

docker/.env

@@ -22,7 +22,6 @@ ES_HOST=es01
 ES_PORT=1200
 
 # The password for Elasticsearch. 
-# When updated, you must revise the `es.password` entry in service_conf.yaml accordingly.
 ELASTIC_PASSWORD=infini_rag_flow
 
 # The port used to expose the Kibana service to the host machine, 
@@ -44,7 +43,6 @@ INFINITY_HTTP_PORT=23820
 INFINITY_PSQL_PORT=5432
 
 # The password for MySQL. 
-# When updated, you must revise the `mysql.password` entry in service_conf.yaml.
 MYSQL_PASSWORD=infini_rag_flow
 # The hostname where the MySQL service is exposed
 MYSQL_HOST=mysql
@@ -75,7 +73,6 @@ REDIS_HOST=redis
 # allowing EXTERNAL access to the Redis service running inside the Docker container.
 REDIS_PORT=6379
 # The password for Redis.
-# When updated, you must revise the `redis.password` entry in service_conf.yaml accordingly.
 REDIS_PASSWORD=infini_rag_flow
 
 # The port used to expose RAGFlow's HTTP API service to the host machine, 
@@ -118,7 +115,6 @@ RAGFLOW_IMAGE=infiniflow/ragflow:dev-slim
 # RAGFLOW_IMAGE=swr.cn-north-4.myhuaweicloud.com/infiniflow/ragflow:dev
 # RAGFLOW_IMAGE=registry.cn-hangzhou.aliyuncs.com/infiniflow/ragflow:dev
 
-
 # The local time zone.
 TIMEZONE='Asia/Shanghai'
 
@@ -130,6 +126,6 @@ TIMEZONE='Asia/Shanghai'
 # MACOS=1
 
 # The maximum file size for each uploaded file, in bytes.
-# You can uncomment this line and update the value if you wish to change 128M file size limit
+# You can uncomment this line and update the value if you wish to change the 128M file size limit
 # MAX_CONTENT_LENGTH=134217728
 

docker/README.md

@@ -133,14 +133,14 @@ The [.env](./.env) file contains important environment variables for Docker.
 - `mysql`
   - `name`: The MySQL database name. Defaults to `rag_flow`.
   - `user`: The username for MySQL.
-  - `password`: The password for MySQL. When updated, you must revise the `MYSQL_PASSWORD` variable in [.env](./.env) accordingly.
+  - `password`: The password for MySQL.
   - `port`: The MySQL serving port inside the Docker container. Defaults to `3306`.
   - `max_connections`: The maximum number of concurrent connections to the MySQL database. Defaults to `100`.
   - `stale_timeout`: Timeout in seconds.
 
 - `minio`
-  - `user`: The username for MinIO. When updated, you must revise the `MINIO_USER` variable in [.env](./.env) accordingly.
-  - `password`: The password for MinIO. When updated, you must revise the `MINIO_PASSWORD` variable in [.env](./.env) accordingly.
+  - `user`: The username for MinIO.
+  - `password`: The password for MinIO.
   - `host`: The MinIO serving IP *and* port inside the Docker container. Defaults to `minio:9000`.
 
 - `oauth`  

docs/release_notes.md

@@ -93,10 +93,10 @@ Released on September 30, 2024.
 - Offers slim editions of RAGFlow's Docker images, which do not include built-in BGE/BCE embedding or reranking models.
 - Improves the results of multi-round dialogues.
 - Enables users to remove added LLM vendors.
-- Adds support for OpenTTS and SparkTTS models.
+- Adds support for **OpenTTS** and **SparkTTS** models.
 - Implements an **Excel to HTML** toggle in the **General** chunk method, allowing users to parse a spreadsheet into either HTML tables or key-value pairs by row.
 - Adds agent tools **YahooFance** and **Jin10**.
-- Adds a template for an investment advisor agent.
+- Adds an investment advisor agent template.
 
 ### Compatibility changes
 
@@ -115,4 +115,23 @@ See [Upgrade RAGFlow](https://ragflow.io/docs/dev/upgrade_ragflow) for instructi
 
 #### Added documents
 
-- [Upgrade RAGFlow](https://ragflow.io/docs/dev/upgrade_ragflow)
+- [Upgrade RAGFlow](https://ragflow.io/docs/dev/upgrade_ragflow)
+
+## v0.11.0
+
+Released on September 14, 2024
+
+### New features
+
+-  Introduces an AI search interface within the RAGFlow UI.
+-  Supports audio output via **FishAudio** or **Tongyi Qwen TTS**.
+-  Allows the use of Postgres for metadata storage, in addition to MySQL.
+-  Supports object storage options with S3 or Azure Blob.
+-  Supports model vendors: **Anthropic**, **Voyage AI**, and **Google Cloud**.
+-  Supports the use of **Tencent Cloud ASR** for audio content recognition.
+-  Adds finance-specific agent components: **WenCai**, **AkShare**, **YahooFinance**, and **TuShare**.
+-  Adds a medical consultant agent template.
+-  Supports running retrieval benchmarking on the following datasets:
+    - [ms_marco_v1.1](https://huggingface.co/datasets/microsoft/ms_marco)
+    - [trivia_qa](https://huggingface.co/datasets/mandarjoshi/trivia_qa)
+    - [miracl](https://huggingface.co/datasets/miracl/miracl)