GITBOOK-764: docs: add 2 qwen embeddings, add manual examples for all embedding models (but problem ones)

Author: techpro-aimlapi

docs/README.md

@@ -80,7 +80,7 @@ If you've already made your choice and know the model ID, use the [Search panel]
 {% endtab %}
 
 {% tab title="Models by DEVELOPER" %}
-**Alibaba Cloud**: [Text/Chat](api-references/text-models-llm/Alibaba-Cloud/) [Image](api-references/video-models/alibaba-cloud/) [Video](api-references/image-models/alibaba-cloud/) [Text-to-Speech](api-references/speech-models/text-to-speech/alibaba-cloud/)
+**Alibaba Cloud**: [Text/Chat](api-references/text-models-llm/Alibaba-Cloud/) [Image](api-references/video-models/alibaba-cloud/) [Video](api-references/image-models/alibaba-cloud/) [Text-to-Speech](api-references/speech-models/text-to-speech/alibaba-cloud/) [Embedding](api-references/embedding-models/alibaba-cloud/)
 
 **Anthracite**: [Text/Chat](api-references/text-models-llm/Anthracite/)
 

docs/SUMMARY.md

@@ -412,6 +412,9 @@
       * [mistral-ocr-latest](api-references/vision-models/ocr-optical-character-recognition/mistral-ai/mistral-ocr-latest.md)
   * [OFR: Optical Feature Recognition](api-references/vision-models/ofr-optical-feature-recognition.md)
 * [Embedding Models](api-references/embedding-models/README.md)
+  * [Alibaba Cloud](api-references/embedding-models/alibaba-cloud/README.md)
+    * [qwen-text-embedding-v3](api-references/embedding-models/alibaba-cloud/qwen-text-embedding-v3.md)
+    * [qwen-text-embedding-v4](api-references/embedding-models/alibaba-cloud/qwen-text-embedding-v4.md)
   * [Anthropic](api-references/embedding-models/Anthropic/README.md)
     * [voyage-2](api-references/embedding-models/Anthropic/voyage-2.md)
     * [voyage-code-2](api-references/embedding-models/Anthropic/voyage-code-2.md)
@@ -424,11 +427,10 @@
     * [bge-base-en](api-references/embedding-models/BAAI/bge-base-en.md)
     * [bge-large-en](api-references/embedding-models/BAAI/bge-large-en.md)
   * [Google](api-references/embedding-models/Google/README.md)
-    * [textembedding-gecko](api-references/embedding-models/Google/textembedding-gecko.md)
     * [text-multilingual-embedding-002](api-references/embedding-models/Google/text-multilingual-embedding-002.md)
   * [OpenAI](api-references/embedding-models/OpenAI/README.md)
-    * [text-embedding-3-large](api-references/embedding-models/OpenAI/text-embedding-3-large.md)
     * [text-embedding-3-small](api-references/embedding-models/OpenAI/text-embedding-3-small.md)
+    * [text-embedding-3-large](api-references/embedding-models/OpenAI/text-embedding-3-large.md)
     * [text-embedding-ada-002](api-references/embedding-models/OpenAI/text-embedding-ada-002.md)
   * [Together AI](api-references/embedding-models/Together-AI/README.md)
     * [m2-bert-80M-retrieval](api-references/embedding-models/Together-AI/m2-bert-80M-retrieval.md)

docs/api-references/embedding-models/Anthropic/voyage-2.md

@@ -28,8 +28,10 @@ If you don’t have an API key for the AI/ML API yet, feel free to use our [Quic
 [voyage-2.json](../../../.gitbook/assets/voyage-2.json)
 {% endopenapi %}
 
-## Example in Python
+## Code Example
 
+{% tabs %}
+{% tab title="Python" %}
 ```python
 import openai
 
@@ -51,8 +53,10 @@ response = client.embeddings.create(
 # Print the embedding
 print(response)
 ```
+{% endtab %}
+{% endtabs %}
 
-This Python example shows how to set up an API client, send text to the embedding API, and print the response with the embedding vector. See how large a vector response the model generates from just a single short input phrase.
+This example shows how to set up an API client, send text to the embedding API, and print the response with the embedding vector. See how large a vector response the model generates from just a single short input phrase.
 
 <details>
 

docs/api-references/embedding-models/Anthropic/voyage-finance-2.md

@@ -22,9 +22,7 @@ An embedding model that excels in creating high-precision linguistic representat
 
 If you don’t have an API key for the AI/ML API yet, feel free to use our [Quickstart guide](https://docs.aimlapi.com/quickstart/setting-up).
 
-## Submit a request
-
-### API Schema
+## API Schema
 
 {% openapi src="../../../.gitbook/assets/bge-base-en.json" path="/v1/embeddings" method="post" %}
 [bge-base-en.json](../../../.gitbook/assets/bge-base-en.json)