Text Classification
Transformers
Safetensors
English
safety
guardrail
coding-agent
tool-call
command-review
permission
smollm2
Instructions to use openvulcan/vulcan-decision-shell-v1-flash with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use openvulcan/vulcan-decision-shell-v1-flash with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="openvulcan/vulcan-decision-shell-v1-flash")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("openvulcan/vulcan-decision-shell-v1-flash", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download docs/evaluation/sampled-memory.json from openvulcan/vulcan-decision-shell-v1-flash: direct link, hf CLI and curl.
- Browser
- Download file 1.2 kB
-
https://huggingface.co/openvulcan/vulcan-decision-shell-v1-flash/resolve/main/docs/evaluation/sampled-memory.json
- Command line
-
hf download hf://openvulcan/vulcan-decision-shell-v1-flash/docs/evaluation/sampled-memory.json
-
curl -L -o sampled-memory.json https://huggingface.co/openvulcan/vulcan-decision-shell-v1-flash/resolve/main/docs/evaluation/sampled-memory.json
1.2 kB
| { | |
| "interval_ms": 1000, | |
| "stages": { | |
| "portable_entry": { | |
| "samples": 63, | |
| "max_observed_device_memory_bytes": 25188892672, | |
| "max_observed_process_VmHWM_bytes": 5900070912, | |
| "maximum_GPU_utilization_percent": 100 | |
| }, | |
| "full_ONNX_recovery": { | |
| "samples": 3917, | |
| "max_observed_device_memory_bytes": 10108272640, | |
| "max_observed_process_VmHWM_bytes": 3851214848, | |
| "maximum_GPU_utilization_percent": 100 | |
| }, | |
| "ONNX_INT8_recovery": { | |
| "samples": 1746, | |
| "max_observed_device_memory_bytes": 18698207232, | |
| "max_observed_process_VmHWM_bytes": 7123951616, | |
| "maximum_GPU_utilization_percent": 100 | |
| }, | |
| "fresh_ONNX_import_failure": { | |
| "samples": 48, | |
| "max_observed_device_memory_bytes": 1048576, | |
| "max_observed_process_VmHWM_bytes": 715497472, | |
| "maximum_GPU_utilization_percent": 0 | |
| }, | |
| "fresh_ONNX_only_repaired": { | |
| "samples": 238, | |
| "max_observed_device_memory_bytes": 24612175872, | |
| "max_observed_process_VmHWM_bytes": 1879040000, | |
| "maximum_GPU_utilization_percent": 100 | |
| } | |
| }, | |
| "sampled_maximum_not_exact_peak": true, | |
| "whole_device_memory_not_isolated_model_memory": true | |
| } | |