[examples] Resettle pooling examples. (#29365)

Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

examples/offline_inference/pooling/README.md

@@ -1,57 +0,0 @@
-# Pooling models
-
-## Convert llm model to seq cls
-
-```bash
-# for BAAI/bge-reranker-v2-gemma
-# Caution: "Yes" and "yes" are two different tokens
-python examples/offline_inference/pooling/convert_model_to_seq_cls.py --model_name BAAI/bge-reranker-v2-gemma --classifier_from_tokens '["Yes"]' --method no_post_processing --path ./bge-reranker-v2-gemma-seq-cls
-# for mxbai-rerank-v2
-python examples/offline_inference/pooling/convert_model_to_seq_cls.py --model_name mixedbread-ai/mxbai-rerank-base-v2 --classifier_from_tokens '["0", "1"]' --method from_2_way_softmax --path ./mxbai-rerank-base-v2-seq-cls
-# for Qwen3-Reranker
-python examples/offline_inference/pooling/convert_model_to_seq_cls.py --model_name Qwen/Qwen3-Reranker-0.6B --classifier_from_tokens '["no", "yes"]' --method from_2_way_softmax --path ./Qwen3-Reranker-0.6B-seq-cls
-```
-
-## Embed jina_embeddings_v3 usage
-
-Only text matching task is supported for now. See <https://github.com/vllm-project/vllm/pull/16120>
-
-```bash
-python examples/offline_inference/pooling/embed_jina_embeddings_v3.py
-```
-
-## Embed matryoshka dimensions usage
-
-```bash
-python examples/offline_inference/pooling/embed_matryoshka_fy.py
-```
-
-## Multi vector retrieval usage
-
-```bash
-python examples/offline_inference/pooling/multi_vector_retrieval.py
-```
-
-## Named Entity Recognition (NER) usage
-
-```bash
-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
-python examples/offline_inference/pooling/qwen3_reranker.py
-```

examples/online_serving/pooling/README.md

@@ -1,97 +0,0 @@
-# Pooling models
-
-## 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
-
-```bash
-python examples/online_serving/pooling/openai_chat_embedding_client_for_multimodal.py
-```
-
-## OpenAI classification usage
-
-```bash
-# vllm serve jason9693/Qwen2.5-1.5B-apeach
-python examples/online_serving/pooling/openai_classification_client.py
-```
-
-## 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
-
-```bash
-# vllm serve jinaai/jina-embeddings-v3 --trust-remote-code
-python examples/online_serving/pooling/openai_embedding_matryoshka_fy.py
-```
-
-## 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
-```