Zero-Shot Classification
Transformers
Safetensors
qwen3_5
feature-extraction
decision-model
classification
system-one
multimodal
vision
video
custom_code
Eval Results
Instructions to use vllm-sr/d3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use vllm-sr/d3 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-classification", model="vllm-sr/d3", trust_remote_code=True)# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModel processor = AutoProcessor.from_pretrained("vllm-sr/d3", trust_remote_code=True) model = AutoModel.from_pretrained("vllm-sr/d3", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download MODEL_MANIFEST.json from vllm-sr/d3: direct link, hf CLI and curl.
- Browser
- Download file 14 kB
-
https://huggingface.co/vllm-sr/d3/resolve/main/MODEL_MANIFEST.json
- Command line
-
hf download hf://vllm-sr/d3/MODEL_MANIFEST.json
-
curl -L -o MODEL_MANIFEST.json https://huggingface.co/vllm-sr/d3/resolve/main/MODEL_MANIFEST.json
14 kB
| { | |
| "schema": "d3-package-manifest/1", | |
| "model_name": "d3", | |
| "repo_id": "vllm-sr/d3", | |
| "format_id": "d3-code-readout-v1", | |
| "prompt": "d3", | |
| "attention_mode": "noncausal_full_attention", | |
| "max_input_tokens": null, | |
| "identity": { | |
| "model_sha256": "0e439bebbbbf80d9e1b601c56c55a6fc3a6502b4e396cbbb5f3c3f3acc1d607b", | |
| "files_sha256": { | |
| "chat_template.jinja": "c3cf9e34abf4f9e36c2d72165aa9c132d3e2a725b6c2586aaa3a8af9d7a81041", | |
| "model-00001-of-00011.safetensors": "4ecb29a7d1e2d1d0ad97008e5405a11d510a8a712a0b6491928359176fd56029", | |
| "model-00002-of-00011.safetensors": "41dc277e43c9c5734656807da9f856f932338125a68ca6ec16b71dbdd6f97d62", | |
| "model-00003-of-00011.safetensors": "46959de0f2202f7d6c53d122abff46c5f49f53871844eee01d60f4c035080146", | |
| "model-00004-of-00011.safetensors": "946e87b8fa934091dc942622e5b72d16b8eb4d4571cafb2dbe36cb1022ea9275", | |
| "model-00005-of-00011.safetensors": "87c7ce2751c7bf147394aa0413ae5e509907d52e16f59adb4a2db18ee023cef7", | |
| "model-00006-of-00011.safetensors": "e4da6d081a7ef2012413537ef0e9cf6872df07b395cb65c08c05f9f79abb974a", | |
| "model-00007-of-00011.safetensors": "262d7506f49ff1596aff610dccd46f4a33d6d9dab386bc5795c5abcab9a4d683", | |
| "model-00008-of-00011.safetensors": "9e29bd831f8582119505018aeb3047030b698fe71fdd63bb38de2622b85534ed", | |
| "model-00009-of-00011.safetensors": "0f1e3dfda5583dd38d61da22145451c8507ff7858a4293aa1e0e48ff20f9c319", | |
| "model-00010-of-00011.safetensors": "f7a650a697b92b6561355624ae89b1aba2fc7df01572ff92a6531fa1c79cca14", | |
| "model-00011-of-00011.safetensors": "9842116c181985fec72fcb9560f5c9b849800f6322f8304dcc466990758c7355", | |
| "readout.safetensors": "5319cbf3ccdc5d3ba348b318d7b54acfc3a861d3ff94b578e787852c8726055a", | |
| "tokenizer.json": "0997f410c57a1f4e53b09e4be8f4a172d90edd9564368fb0847030937229b9f3", | |
| "tokenizer_config.json": "b11349aafa7cdc6a320767cf7ceb29ed82f7eda5d65e8e0819e76f0ce947bf27" | |
| }, | |
| "decision": { | |
| "format_version": 1, | |
| "format_id": "d3-code-readout-v1", | |
| "prompt": "d3", | |
| "base_model": "Qwen/Qwen3.8-27B", | |
| "revision": "1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0", | |
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| ], | |
| "temperature": 1.0, | |
| "attention_mode": "noncausal_full_attention", | |
| "pooling": "last", | |
| "max_length": null, | |
| "readout_dtype": "float32" | |
| } | |
| }, | |
| "parameters": { | |
| "text": 25624600064, | |
| "vision": 460730096, | |
| "readout": 1305600, | |
| "loaded": 26086635760 | |
| }, | |
| "base_model": { | |
| "repo_id": "Qwen/Qwen3.8-27B", | |
| "revision": "1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0" | |
| }, | |
| "runtime": { | |
| "files_sha256": { | |
| "d3_runtime.py": "2d90e93ac06b9ca4a84e0610ab9acfa2d6793ea4b40eec1b4a3da47577bdea37", | |
| "d3_fast.py": "68a1fb9a2c3bde9ac2763bf504decae592ca12722698fbde1b39a31262955535", | |
| "d3_kernels.py": "8f7534ca1e1846ebf7c4c73058002f3be4dbf0d5d426f0815150ae0cbe7677bd", | |
| "modeling_d3.py": "f8f8db23ff58f1a990ffa24977d744a50e1b4446d02a64c22070967705b6dbef", | |
| "pipeline_d3.py": "4f9297c7c74e596e9b67df91a1e6823cfada48bf781336f141974ff6a2f1038e", | |
| "d3_server.py": "766a20a69101e36ab0535a1ec683379db422380a83091f0eccd7e82edb6a02de", | |
| "d3_engine.py": "086238942762df45047a32cd9a8e2bedd9b63167eb40be260c776de567979f53", | |
| "requirements.txt": "de9defd71ae4e559a7f5bdcc935b23716f9788e8755f2ba6db1ab6862bcda12e", | |
| "d3_format.py": "3badfbc70561bb3f5b8ec16a11d2c455b96ddb32caace0a8a54ca102eae1f3fa" | |
| } | |
| }, | |
| "licence": { | |
| "spdx": "apache-2.0", | |
| "components": [ | |
| { | |
| "component": "Qwen/Qwen3.8-27B", | |
| "licence": "apache-2.0" | |
| }, | |
| { | |
| "component": "d3 (Decision 3.0) weights, readout and runtime", | |
| "licence": "apache-2.0" | |
| } | |
| ] | |
| }, | |
| "built_utc": "2026-10-11T03:30:34+00:00", | |
| "files_sha256": { | |
| "LICENSE": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4", | |
| "NOTICE": "61f4ea488e1fed0c3fce97171506a23152c2591116442f78f15827fb9e6af469", | |
| "README.md": "2642e6e7d6f2e12cdfc2e2dabf2ba5e13c0d40b146ac87c4435482c2b0df42bb", | |
| "assets/banner.png": "eb7ecc949232e1de544247899dd55ee629a36cfe276042d5795f65178b9c64c5", | |
| "assets/example-receipt.png": "b9dbb8b103bacd45f1de824d844a3c07b81d57cb1a7466712ef060ad7dcb3926", | |
| "assets/example-video.mp4": "f4968ef89d07e97f20df4fd8047510a7a8e9df5c2d07c35e363a97927f164ab9", | |
| "assets/index-areas.png": "7e3421ab0890be77b4212ffc5ba36d65ea0be725c0eb2315d54db61cccbc3273", | |
| "assets/index-pareto.png": "22827a6293301dd024791678d6cd7d6d3d6d9352bd9422b591c443e9d08afacb", | |
| "assets/serving-throughput.png": "c6f001dc732b62fd8aca49b496376a3dfa585295dcbbb9f63c93887542a1fd34", | |
| "chat_template.jinja": "c3cf9e34abf4f9e36c2d72165aa9c132d3e2a725b6c2586aaa3a8af9d7a81041", | |
| "config.json": "7e16284fafd2d54b73c10073c0391bfd6804886ceaf2cbe37fdb62d4c6813dea", | |
| "d3_engine.py": "086238942762df45047a32cd9a8e2bedd9b63167eb40be260c776de567979f53", | |
| "d3_fast.py": "68a1fb9a2c3bde9ac2763bf504decae592ca12722698fbde1b39a31262955535", | |
| "d3_format.py": "3badfbc70561bb3f5b8ec16a11d2c455b96ddb32caace0a8a54ca102eae1f3fa", | |
| "d3_kernels.py": "8f7534ca1e1846ebf7c4c73058002f3be4dbf0d5d426f0815150ae0cbe7677bd", | |
| "d3_runtime.py": "2d90e93ac06b9ca4a84e0610ab9acfa2d6793ea4b40eec1b4a3da47577bdea37", | |
| "d3_server.py": "766a20a69101e36ab0535a1ec683379db422380a83091f0eccd7e82edb6a02de", | |
| "decision_config.json": "6b80ca11bd6ba481df4b3c187db8a5d1983786563ca05e2edccb0bdac0d2fc4f", | |
| "merges.txt": "a9d356d7bdf1ef4949e3e748e95b8e10ad9d4e2e838eddc38a0a7b6b94d1db8d", | |
| "model-00001-of-00011.safetensors": "4ecb29a7d1e2d1d0ad97008e5405a11d510a8a712a0b6491928359176fd56029", | |
| "model-00002-of-00011.safetensors": "41dc277e43c9c5734656807da9f856f932338125a68ca6ec16b71dbdd6f97d62", | |
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| "model-00004-of-00011.safetensors": "946e87b8fa934091dc942622e5b72d16b8eb4d4571cafb2dbe36cb1022ea9275", | |
| "model-00005-of-00011.safetensors": "87c7ce2751c7bf147394aa0413ae5e509907d52e16f59adb4a2db18ee023cef7", | |
| "model-00006-of-00011.safetensors": "e4da6d081a7ef2012413537ef0e9cf6872df07b395cb65c08c05f9f79abb974a", | |
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