wang.yuqi 4464723f22
[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>
2025-10-30 12:13:05 +00:00

98 lines
2.1 KiB
Markdown

# 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
```