Don't release full image (#10654)

### What problem does this PR solve?

Introduced gpu profile in .env
Added Dockerfile_tei
fix datrie
Removed LIGHTEN flag

### Type of change

- [x] Documentation Update
- [x] Refactoring

docs/guides/agent/agent_component_reference/retrieval.mdx

@@ -47,7 +47,7 @@ By default, a combination of weighted keyword similarity and weighted vector cos
 As a starter, you can skip this step to stay with the default retrieval method.
 
 :::caution WARNING
-Using a rerank model will *significantly* increase the system's response time. If you must use a rerank model, ensure you use a SaaS reranker; if you prefer a locally deployed rerank model, ensure you start RAGFlow with **docker-compose-gpu.yml**.
+Using a rerank model will *significantly* increase the system's response time.
 :::
 
 ### 5. Enable cross-language search
@@ -140,6 +140,5 @@ The global variable name for the output of the **Retrieval** component, which ca
 
 Go through the checklist below for best performance:
 
-- Leave the **Rerank model** field empty.
-- If you must use a rerank model, ensure you use a SaaS reranker; if you prefer a locally deployed rerank model, ensure you start RAGFlow with **docker-compose-gpu.yml**.
+- Leave the **Rerank model** field empty to disable rerank.
 - Disable **Use knowledge graph**.

docs/guides/models/deploy_local_llm.mdx

@@ -62,7 +62,7 @@ $ sudo docker exec ollama ollama pull bge-m3
 
 - If RAGFlow runs in Docker, the localhost is mapped within the RAGFlow Docker container as `host.docker.internal`. If Ollama runs on the same host machine, the right URL to use for Ollama would be `http://host.docker.internal:11434/' and you should check that Ollama is accessible from inside the RAGFlow container with:
 ```bash
-$ sudo docker exec -it ragflow-server bash
+$ sudo docker exec -it docker-ragflow-cpu-1 bash
 $ curl http://host.docker.internal:11434/
 > Ollama is running
 ```

docs/guides/upgrade_ragflow.mdx

@@ -7,15 +7,15 @@ slug: /upgrade_ragflow
 import Tabs from '@theme/Tabs';
 import TabItem from '@theme/TabItem';
 
-Upgrade RAGFlow to `nightly-slim`/`nightly` or the latest, published release.
+Upgrade RAGFlow to `nightly` or the latest, published release.
 
 :::info NOTE
 Upgrading RAGFlow in itself will *not* remove your uploaded/historical data. However, be aware that `docker compose -f docker/docker-compose.yml down -v` will remove Docker container volumes, resulting in data loss.
 :::
 
-## Upgrade RAGFlow to `nightly-slim`/`nightly`, the most recent, tested Docker image
+## Upgrade RAGFlow to `nightly`, the most recent, tested Docker image
 
-`nightly-slim` refers to the RAGFlow Docker image *without* embedding models, while `nightly` refers to the RAGFlow Docker image with embedding models. For details on their differences, see [ragflow/docker/.env](https://github.com/infiniflow/ragflow/blob/main/docker/.env).
+`nightly` refers to the RAGFlow Docker image without embedding models.
 
 To upgrade RAGFlow, you must upgrade **both** your code **and** your Docker image:
 
@@ -27,27 +27,9 @@ To upgrade RAGFlow, you must upgrade **both** your code **and** your Docker imag
 
 2. Update **ragflow/docker/.env**:
 
-<Tabs
-  defaultValue="nightly-slim"
-  values={[
-    {label: 'nightly-slim', value: 'nightly-slim'},
-    {label: 'nightly', value: 'nightly'},
-  ]}>
-  <TabItem value="nightly-slim">
-
-```bash
-RAGFLOW_IMAGE=infiniflow/ragflow:nightly-slim
-```
-
-  </TabItem>
-  <TabItem value="nightly">
-
-```bash
-RAGFLOW_IMAGE=infiniflow/ragflow:nightly
-```
-
-  </TabItem>
-</Tabs>
+   ```bash
+   RAGFLOW_IMAGE=infiniflow/ragflow:nightly
+   ```
 
 3. Update RAGFlow image and restart RAGFlow:
 
@@ -74,27 +56,9 @@ To upgrade RAGFlow, you must upgrade **both** your code **and** your Docker imag
 
 3. Update **ragflow/docker/.env**:
 
-<Tabs
-  defaultValue="slim"
-  values={[
-    {label: 'slim', value: 'slim'},
-    {label: 'full', value: 'full'},
-  ]}>
-  <TabItem value="slim">
-
-```bash
-RAGFLOW_IMAGE=infiniflow/ragflow:v0.21.1-slim
-```
-
-  </TabItem>
-  <TabItem value="full">
-
-```bash
-RAGFLOW_IMAGE=infiniflow/ragflow:v0.21.1
-```
-
-  </TabItem>
-</Tabs>
+   ```bash
+   RAGFLOW_IMAGE=infiniflow/ragflow:v0.21.1
+   ```
 
 4. Update the RAGFlow image and restart RAGFlow: