Visual Document Retrieval
Transformers
Safetensors
multilingual
qwen3_5
feature-extraction
text
image
multimodal-embedding
vidore
colbert
colqwen3_5
multilingual-embedding
custom_code
Instructions to use webAI-Official/webAI-ColVec1.1-8b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use webAI-Official/webAI-ColVec1.1-8b with Transformers:
# Load model directly from transformers import AutoProcessor, AutoModel processor = AutoProcessor.from_pretrained("webAI-Official/webAI-ColVec1.1-8b", trust_remote_code=True) model = AutoModel.from_pretrained("webAI-Official/webAI-ColVec1.1-8b", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Add frozen evaluation environment requirements
Browse files
evaluation-requirements-cu128.txt
ADDED
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| 1 |
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# Python 3.12 package environment captured from the ColVec1.1 SDPA evaluation.
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| 2 |
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# Platform: Linux x86-64, PyTorch 2.9.0, CUDA 12.8.
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| 3 |
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# Install PyTorch from the CUDA 12.8 index before installing this file.
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| 4 |
+
# This is the complete evaluation environment, not the minimal inference setup.
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| 5 |
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| 6 |
+
absl-py==2.5.0
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| 7 |
+
accelerate==1.14.0
|
| 8 |
+
aiohappyeyeballs==2.7.1
|
| 9 |
+
aiohttp==3.14.3
|
| 10 |
+
aiohttp-cors==0.8.1
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| 11 |
+
aiosignal==1.4.0
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| 12 |
+
annotated-doc==0.0.4
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| 13 |
+
annotated-types==0.8.0
|
| 14 |
+
antlr4-python3-runtime==4.9.3
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| 15 |
+
anyio==4.14.2
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| 16 |
+
apache-tvm-ffi==0.1.9
|
| 17 |
+
attrs==26.1.0
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| 18 |
+
bitsandbytes==0.50.0
|
| 19 |
+
boto3==1.43.56
|
| 20 |
+
botocore==1.43.56
|
| 21 |
+
braceexpand==0.1.7
|
| 22 |
+
causal-conv1d @ https://github.com/Dao-AILab/causal-conv1d/releases/download/v1.6.2.post1/causal_conv1d-1.6.2.post1+cu12torch2.9cxx11abiTRUE-cp312-cp312-linux_x86_64.whl
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| 23 |
+
certifi==2026.7.22
|
| 24 |
+
cffi==2.1.0
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| 25 |
+
charset-normalizer==3.4.9
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| 26 |
+
click==8.4.2
|
| 27 |
+
cloudpickle==3.1.2
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| 28 |
+
colorful==0.5.8
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| 29 |
+
colpali-engine @ git+https://github.com/illuin-tech/colpali@2e0b927051af727238783af039dcc2c50a4d8c27
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| 30 |
+
contourpy==1.3.3
|
| 31 |
+
cryptography==49.0.0
|
| 32 |
+
cycler==0.12.1
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| 33 |
+
datasets==5.0.0
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| 34 |
+
dill==0.4.1
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| 35 |
+
distlib==0.4.3
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| 36 |
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docstring-parser==0.18.0
|
| 37 |
+
einops==0.8.2
|
| 38 |
+
filelock==3.29.0
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| 39 |
+
fla-core==0.5.1
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| 40 |
+
flash-attn @ https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.3/flash_attn-2.8.3+cu12torch2.9cxx11abiTRUE-cp312-cp312-linux_x86_64.whl
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| 41 |
+
flash-linear-attention==0.5.1
|
| 42 |
+
fonttools==4.63.0
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| 43 |
+
frozenlist==1.8.0
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| 44 |
+
fsspec==2026.4.0
|
| 45 |
+
gapstatistics==0.1.5
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| 46 |
+
google-api-core==2.33.0
|
| 47 |
+
google-auth==2.56.2
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| 48 |
+
googleapis-common-protos==1.75.0
|
| 49 |
+
grpcio==1.83.0
|
| 50 |
+
h11==0.16.0
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| 51 |
+
h2==4.4.0
|
| 52 |
+
hf-xet==1.5.2
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| 53 |
+
hpack==4.2.0
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| 54 |
+
httpcore==1.0.9
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| 55 |
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httpx==0.28.1
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| 56 |
+
huggingface-hub==1.24.0
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| 57 |
+
hydra-core==1.3.4
|
| 58 |
+
hyperframe==6.1.0
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| 59 |
+
idna==3.18
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| 60 |
+
importlib-resources==7.1.0
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| 61 |
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iniconfig==2.3.0
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| 62 |
+
jinja2==3.1.6
|
| 63 |
+
jmespath==1.1.0
|
| 64 |
+
joblib==1.5.3
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| 65 |
+
jsonargparse==4.50.0
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| 66 |
+
jsonnet==0.22.0
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| 67 |
+
jsonschema==4.26.0
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| 68 |
+
jsonschema-specifications==2025.9.1
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| 69 |
+
kiwisolver==1.5.0
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| 70 |
+
lightning==2.6.5
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| 71 |
+
lightning-utilities==0.15.3
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| 72 |
+
markdown==3.10.2
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| 73 |
+
markdown-it-py==4.2.0
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| 74 |
+
markupsafe==3.0.3
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| 75 |
+
matplotlib==3.11.1
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| 76 |
+
mdurl==0.1.2
|
| 77 |
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ml-dtypes==0.5.4
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| 78 |
+
mpmath==1.3.0
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| 79 |
+
msgpack==1.2.1
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| 80 |
+
mteb[xet] @ git+https://github.com/embeddings-benchmark/mteb.git@d56a414b45ebad0d03495de000b4880d8b028d4a
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| 81 |
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multidict==6.7.1
|
| 82 |
+
multiprocess==0.70.19
|
| 83 |
+
narwhals==2.24.0
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| 84 |
+
networkx==3.6.1
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| 85 |
+
numpy==2.4.4
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| 86 |
+
nvidia-cublas-cu12==12.8.4.1
|
| 87 |
+
nvidia-cuda-cupti-cu12==12.8.90
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| 88 |
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nvidia-cuda-nvrtc-cu12==12.8.93
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| 89 |
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nvidia-cuda-runtime-cu12==12.8.90
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| 90 |
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nvidia-cudnn-cu12==9.10.2.21
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| 91 |
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nvidia-cufft-cu12==11.3.3.83
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| 92 |
+
nvidia-cufile-cu12==1.13.1.3
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| 93 |
+
nvidia-curand-cu12==10.3.9.90
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| 94 |
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nvidia-cusolver-cu12==11.7.3.90
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| 95 |
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nvidia-cusparse-cu12==12.5.8.93
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| 96 |
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nvidia-cusparselt-cu12==0.7.1
|
| 97 |
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nvidia-nccl-cu12==2.27.5
|
| 98 |
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nvidia-nvjitlink-cu12==12.8.93
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| 99 |
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nvidia-nvshmem-cu12==3.3.20
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| 100 |
+
nvidia-nvtx-cu12==12.8.90
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| 101 |
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omegaconf==2.3.1
|
| 102 |
+
opencensus==0.11.4
|
| 103 |
+
opencensus-context==0.1.3
|
| 104 |
+
opentelemetry-api==1.44.0
|
| 105 |
+
opentelemetry-exporter-prometheus==0.65b0
|
| 106 |
+
opentelemetry-proto==1.44.0
|
| 107 |
+
opentelemetry-sdk==1.44.0
|
| 108 |
+
opentelemetry-semantic-conventions==0.65b0
|
| 109 |
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packaging==26.2
|
| 110 |
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pandas==3.0.5
|
| 111 |
+
peft==0.19.1
|
| 112 |
+
pillow==12.2.0
|
| 113 |
+
platformdirs==4.11.0
|
| 114 |
+
pluggy==1.6.0
|
| 115 |
+
polars==1.43.0
|
| 116 |
+
polars-runtime-32==1.43.0
|
| 117 |
+
portalocker==3.2.0
|
| 118 |
+
prometheus-client==0.26.0
|
| 119 |
+
propcache==0.5.2
|
| 120 |
+
proto-plus==1.28.2
|
| 121 |
+
protobuf==7.35.1
|
| 122 |
+
psutil==7.2.2
|
| 123 |
+
py-spy==0.4.2
|
| 124 |
+
pyarrow==25.0.0
|
| 125 |
+
pyasn1==0.6.4
|
| 126 |
+
pyasn1-modules==0.4.2
|
| 127 |
+
pycparser==3.0
|
| 128 |
+
pydantic==2.13.4
|
| 129 |
+
pydantic-core==2.46.4
|
| 130 |
+
pygments==2.20.0
|
| 131 |
+
pymupdf==1.28.0
|
| 132 |
+
pyparsing==3.3.2
|
| 133 |
+
pytest==9.1.1
|
| 134 |
+
python-dateutil==2.9.0.post0
|
| 135 |
+
python-discovery==1.5.0
|
| 136 |
+
python-dotenv==1.2.2
|
| 137 |
+
pytorch-lightning==2.6.5
|
| 138 |
+
pytrec-eval-terrier==0.5.10
|
| 139 |
+
pyyaml==6.0.3
|
| 140 |
+
qdrant-client==1.18.0
|
| 141 |
+
ray==2.56.1
|
| 142 |
+
referencing==0.37.0
|
| 143 |
+
regex==2026.7.19
|
| 144 |
+
requests==2.34.2
|
| 145 |
+
rich==14.3.4
|
| 146 |
+
rpds-py==2026.6.3
|
| 147 |
+
s3transfer==0.19.2
|
| 148 |
+
safetensors==0.8.0
|
| 149 |
+
scikit-learn==1.9.0
|
| 150 |
+
scipy==1.18.0
|
| 151 |
+
sentence-transformers==5.6.0
|
| 152 |
+
sentry-sdk==2.66.1
|
| 153 |
+
setuptools==78.1.0
|
| 154 |
+
shellingham==1.5.4
|
| 155 |
+
six==1.17.0
|
| 156 |
+
smart-open==8.0.1
|
| 157 |
+
sympy==1.14.0
|
| 158 |
+
tensorboard==2.21.0
|
| 159 |
+
tensorboard-data-server==0.7.2
|
| 160 |
+
tensorboardx==2.6.5
|
| 161 |
+
threadpoolctl==3.6.0
|
| 162 |
+
tilelang==0.1.9
|
| 163 |
+
tokenizers==0.22.2
|
| 164 |
+
torch==2.9.0+cu128
|
| 165 |
+
torch-c-dlpack-ext==0.1.5
|
| 166 |
+
torchmetrics==1.9.0
|
| 167 |
+
torchvision==0.24.0+cu128
|
| 168 |
+
tqdm==4.69.1
|
| 169 |
+
transformers==5.14.1
|
| 170 |
+
triton==3.5.0
|
| 171 |
+
typer==0.27.0
|
| 172 |
+
typeshed-client==2.12.0
|
| 173 |
+
typing-extensions==4.15.0
|
| 174 |
+
typing-inspection==0.4.2
|
| 175 |
+
urllib3==2.7.0
|
| 176 |
+
virtualenv==21.7.0
|
| 177 |
+
wandb==0.28.1
|
| 178 |
+
webdataset==1.0.2
|
| 179 |
+
werkzeug==3.1.8
|
| 180 |
+
wrapt==2.2.2
|
| 181 |
+
xxhash==3.8.1
|
| 182 |
+
yarl==1.24.5
|
| 183 |
+
z3-solver==4.15.4.0
|