Instructions to use SurdAI/SPX-CD-Pro with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use SurdAI/SPX-CD-Pro with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3.8-27B") model = PeftModel.from_pretrained(base_model, "SurdAI/SPX-CD-Pro") - Notebooks
- Google Colab
- Kaggle
Download evaluation_results.json from SurdAI/SPX-CD-Pro: direct link, hf CLI and curl.
- Browser
- Download file 1.51 kB
-
https://huggingface.co/SurdAI/SPX-CD-Pro/resolve/main/evaluation_results.json
- Command line
-
hf download hf://SurdAI/SPX-CD-Pro/evaluation_results.json
-
curl -L -o evaluation_results.json https://huggingface.co/SurdAI/SPX-CD-Pro/resolve/main/evaluation_results.json
1.51 kB
| { | |
| "benchmark": "CMDB-1500", | |
| "adapter_sha256": "2982cdb8e60cec22b45da33720cd7b397381d910a12d4773be199493e2b400a4", | |
| "backend": "vLLM", | |
| "base_precision": "AWQ INT4", | |
| "effort": 2, | |
| "full": { | |
| "n": 1500, | |
| "valid": 1500, | |
| "accuracy_percent": 81.2 | |
| }, | |
| "text": { | |
| "n": 1200, | |
| "accuracy_percent": 79.33333333333333 | |
| }, | |
| "images": { | |
| "n": 300, | |
| "accuracy_percent": 88.66666666666667 | |
| }, | |
| "provenance": "CMDB-1500 results for the adapter SHA and configuration specified here.", | |
| "website_reported_evaluations": { | |
| "source_url": "https://surdai.com/zh/blog/simplex-cd-release#cd-latest-results", | |
| "checked_date": "2026-10-09", | |
| "provenance": "Results reported by the linked SurdAI release page using its evaluation serving configurations.", | |
| "jevbench_public231": [ | |
| { | |
| "effort": 1, | |
| "n": 231, | |
| "correct": 207, | |
| "accuracy_percent": 89.6103896103896 | |
| }, | |
| { | |
| "effort": 2, | |
| "n": 231, | |
| "correct": 208, | |
| "accuracy_percent": 90.04329004329004 | |
| } | |
| ], | |
| "jevbench_hard111": [ | |
| { | |
| "effort": 1, | |
| "n": 111, | |
| "correct": 88, | |
| "accuracy_percent": 79.27927927927928 | |
| }, | |
| { | |
| "effort": 2, | |
| "n": 111, | |
| "correct": 89, | |
| "accuracy_percent": 80.18018018018019 | |
| } | |
| ], | |
| "hard_is_subset_of_public": true, | |
| "decision_index": { | |
| "edition": "0.2.1", | |
| "effort": 1, | |
| "score": 58.3 | |
| }, | |
| "ece_imported": false | |
| } | |
| } | |