Visual Document Retrieval
Transformers
Safetensors
sentence-transformers
multilingual
qwen3_5
feature-extraction
text
image
multimodal-embedding
vidore
colbert
colqwen3_5
multilingual-embedding
multi-vector
custom_code
Instructions to use webAI-Official/webAI-ColVec1.1-4b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use webAI-Official/webAI-ColVec1.1-4b with Transformers:
# Load model directly from transformers import AutoProcessor, AutoModel processor = AutoProcessor.from_pretrained("webAI-Official/webAI-ColVec1.1-4b", trust_remote_code=True) model = AutoModel.from_pretrained("webAI-Official/webAI-ColVec1.1-4b", trust_remote_code=True, device_map="auto") - sentence-transformers
How to use webAI-Official/webAI-ColVec1.1-4b with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("webAI-Official/webAI-ColVec1.1-4b", trust_remote_code=True) sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Notebooks
- Google Colab
- Kaggle
File size: 714 Bytes
c588694 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 | {%- for message in messages -%}
{%- set ns = namespace(has_image=false, text='') -%}
{%- if message['content'] is string -%}
{%- set ns.text = message['content'] -%}
{%- else -%}
{%- for item in message['content'] -%}
{%- if 'image' in item or 'image_url' in item or item.type == 'image' -%}
{%- set ns.has_image = true -%}
{%- elif 'text' in item -%}
{%- set ns.text = ns.text + item.text -%}
{%- endif -%}
{%- endfor -%}
{%- endif -%}
{%- if ns.has_image -%}
{{- '<|im_start|>user\n<|vision_start|><|image_pad|><|vision_end|>Describe the image.<|im_end|><|endoftext|>' -}}
{%- else -%}
{{- '<|im_start|>user\nQuery: ' + ns.text + '<|endoftext|>' * 10 + '<|im_end|><|endoftext|>' -}}
{%- endif -%}
{%- endfor -%}
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