[Frontend][Doc][5/N] Improve all pooling task | Polish encode (pooling) api & Document. (#25524)

Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>

examples/offline_inference/pooling/README.md

@@ -38,6 +38,18 @@ python examples/offline_inference/pooling/multi_vector_retrieval.py
 python examples/offline_inference/pooling/ner.py
 ```
 
+## Prithvi Geospatial MAE usage
+
+```bash
+python examples/offline_inference/pooling/prithvi_geospatial_mae.py
+```
+
+## IO Processor Plugins for Prithvi Geospatial MAE
+
+```bash
+python examples/offline_inference/pooling/prithvi_geospatial_mae_io_processor.py
+```
+
 ## Qwen3 reranker usage
 
 ```bash

examples/offline_inference/pooling/ner.py

@@ -33,7 +33,7 @@ def main(args: Namespace):
     label_map = llm.llm_engine.vllm_config.model_config.hf_config.id2label
 
     # Run inference
-    outputs = llm.encode(prompts)
+    outputs = llm.encode(prompts, pooling_task="token_classify")
 
     for prompt, output in zip(prompts, outputs):
         logits = output.outputs.data

examples/online_serving/pooling/README.md

@@ -3,65 +3,95 @@
 ## Cohere rerank usage
 
 ```bash
+# vllm serve BAAI/bge-reranker-base
 python examples/online_serving/pooling/cohere_rerank_client.py
 ```
 
 ## Embedding requests base64 encoding_format usage
 
 ```bash
+# vllm serve intfloat/e5-small
 python examples/online_serving/pooling/embedding_requests_base64_client.py
 ```
 
 ## Embedding requests bytes encoding_format usage
 
 ```bash
+# vllm serve intfloat/e5-small
 python examples/online_serving/pooling/embedding_requests_bytes_client.py
 ```
 
 ## Jinaai rerank usage
 
 ```bash
+# vllm serve BAAI/bge-reranker-base
 python examples/online_serving/pooling/jinaai_rerank_client.py
 ```
 
 ## Multi vector retrieval usage
 
 ```bash
+# vllm serve BAAI/bge-m3
 python examples/online_serving/pooling/multi_vector_retrieval_client.py
 ```
 
 ## Named Entity Recognition (NER) usage
 
 ```bash
+# vllm serve boltuix/NeuroBERT-NER
 python examples/online_serving/pooling/ner_client.py
 ```
 
-## Openai chat embedding for multimodal usage
+## OpenAI chat embedding for multimodal usage
 
 ```bash
 python examples/online_serving/pooling/openai_chat_embedding_client_for_multimodal.py
 ```
 
-## Openai classification usage
+## OpenAI classification usage
 
 ```bash
+# vllm serve jason9693/Qwen2.5-1.5B-apeach
 python examples/online_serving/pooling/openai_classification_client.py
 ```
 
-## Openai embedding usage
+## OpenAI cross_encoder score usage
 
 ```bash
+# vllm serve BAAI/bge-reranker-v2-m3
+python examples/online_serving/pooling/openai_cross_encoder_score.py
+```
+
+## OpenAI cross_encoder score for multimodal usage
+
+```bash
+# vllm serve jinaai/jina-reranker-m0
+python examples/online_serving/pooling/openai_cross_encoder_score_for_multimodal.py
+```
+
+## OpenAI embedding usage
+
+```bash
+# vllm serve intfloat/e5-small
 python examples/online_serving/pooling/openai_embedding_client.py
 ```
 
-## Openai embedding matryoshka dimensions usage
+## OpenAI embedding matryoshka dimensions usage
 
 ```bash
+# vllm serve jinaai/jina-embeddings-v3 --trust-remote-code
 python examples/online_serving/pooling/openai_embedding_matryoshka_fy.py
 ```
 
-## Openai pooling usage
+## OpenAI pooling usage
 
 ```bash
+# vllm serve internlm/internlm2-1_8b-reward --trust-remote-code
 python examples/online_serving/pooling/openai_pooling_client.py
 ```
+
+## Online Prithvi Geospatial MAE usage
+
+```bash
+python examples/online_serving/pooling/prithvi_geospatial_mae.py
+```