Instructions to use Cccccz/HY with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use Cccccz/HY with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("Cccccz/HY", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
Download confidence_validation/tables/risk_coverage.csv from Cccccz/HY: direct link, hf CLI and curl.
- Browser
- Download file 2.82 kB
-
https://huggingface.co/Cccccz/HY/resolve/main/confidence_validation/tables/risk_coverage.csv
- Command line
-
hf download hf://Cccccz/HY/confidence_validation/tables/risk_coverage.csv
-
curl -L -o risk_coverage.csv https://huggingface.co/Cccccz/HY/resolve/main/confidence_validation/tables/risk_coverage.csv
2.82 kB
| method,fallback_ratio,remaining_risk,std_if_random | |
| Random,0.0,0.014347239397466183,0.0 | |
| Timestep-only,0.0,0.014347239397466183, | |
| Confidence C0,0.0,0.014347239397466183, | |
| Confidence C1,0.0,0.014347239397466183, | |
| Confidence C2,0.0,0.014347239397466183, | |
| Oracle,0.0,0.014347239397466183, | |
| Random,0.05,0.013626513117924333,5.5243322704253306e-05 | |
| Timestep-only,0.05,0.013086354359984398, | |
| Confidence C0,0.05,0.013266514986753464, | |
| Confidence C1,0.05,0.011860155500471592, | |
| Confidence C2,0.05,0.011852260679006577, | |
| Oracle,0.05,0.011713187210261822, | |
| Random,0.1,0.012901437673717738,7.81304187993621e-05 | |
| Timestep-only,0.1,0.01186059694737196, | |
| Confidence C0,0.1,0.012261713854968548, | |
| Confidence C1,0.1,0.01016467995941639, | |
| Confidence C2,0.1,0.010183872655034065, | |
| Oracle,0.1,0.009989776648581028, | |
| Random,0.2,0.011489660385996104,0.00011283538260078906 | |
| Timestep-only,0.2,0.009180759079754353, | |
| Confidence C0,0.2,0.010462735779583454, | |
| Confidence C1,0.2,0.007498461287468672, | |
| Confidence C2,0.2,0.007524735759943724, | |
| Oracle,0.2,0.0073388563469052315, | |
| Random,0.25,0.010771198542788624,0.00014086472540232944 | |
| Timestep-only,0.25,0.008169419132173061, | |
| Confidence C0,0.25,0.009707297198474407, | |
| Confidence C1,0.25,0.0064151231199502945, | |
| Confidence C2,0.25,0.006412565242499113, | |
| Oracle,0.25,0.0062853023409843445, | |
| Random,0.3333333333333333,0.009558672141283751,0.00012621153655552298 | |
| Timestep-only,0.3333333333333333,0.005005753133445978, | |
| Confidence C0,0.3333333333333333,0.008430036716163158, | |
| Confidence C1,0.3333333333333333,0.004878982435911894, | |
| Confidence C2,0.3333333333333333,0.004925357177853584, | |
| Oracle,0.3333333333333333,0.004840569104999304, | |
| Random,0.4,0.008614255879074335,0.000123129467857736 | |
| Timestep-only,0.4,0.004496104083955288, | |
| Confidence C0,0.4,0.007375260349363089, | |
| Confidence C1,0.4,0.004071088042110205, | |
| Confidence C2,0.4,0.00408595334738493, | |
| Oracle,0.4,0.00398297468200326, | |
| Random,0.5,0.0071629173122346405,0.0001261506684215066 | |
| Timestep-only,0.5,0.003779263701289892, | |
| Confidence C0,0.5,0.005708133336156607, | |
| Confidence C1,0.5,0.003076771041378379, | |
| Confidence C2,0.5,0.003123910864815116, | |
| Oracle,0.5,0.002952347509562969, | |
| Random,0.6,0.0057337418384850024,0.00013838311339076486 | |
| Timestep-only,0.6,0.0027656827587634325, | |
| Confidence C0,0.6,0.004291518125683069, | |
| Confidence C1,0.6,0.0022384771145880222, | |
| Confidence C2,0.6,0.0022648375015705824, | |
| Oracle,0.6,0.002107207430526614, | |
| Random,0.75,0.003592234782408923,0.0001083880957844813 | |
| Timestep-only,0.75,0.0016061057103797793, | |
| Confidence C0,0.75,0.0021801821421831846, | |
| Confidence C1,0.75,0.0011718758614733815, | |
| Confidence C2,0.75,0.0011971330968663096, | |
| Oracle,0.75,0.0010821536416187882, | |
| Random,1.0,0.0,0.0 | |
| Timestep-only,1.0,0.0, | |
| Confidence C0,1.0,0.0, | |
| Confidence C1,1.0,0.0, | |
| Confidence C2,1.0,0.0, | |
| Oracle,1.0,0.0, | |