Instructions to use kamel-usp/jbcs2025_phi-4-phi4_classification_lora-C5-full_context with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use kamel-usp/jbcs2025_phi-4-phi4_classification_lora-C5-full_context with PEFT:
from peft import PeftModel from transformers import AutoModelForSequenceClassification base_model = AutoModelForSequenceClassification.from_pretrained("microsoft/phi-4") model = PeftModel.from_pretrained(base_model, "kamel-usp/jbcs2025_phi-4-phi4_classification_lora-C5-full_context") - Notebooks
- Google Colab
- Kaggle
Download emissions.csv from kamel-usp/jbcs2025_phi-4-phi4_classification_lora-C5-full_context: direct link, hf CLI and curl.
- Browser
- Download file 818 Bytes
-
https://huggingface.co/kamel-usp/jbcs2025_phi-4-phi4_classification_lora-C5-full_context/resolve/c11c0815e231fad4c884450fc4d8da981439d6dd/emissions.csv
- Command line
-
hf download hf://kamel-usp/jbcs2025_phi-4-phi4_classification_lora-C5-full_context@c11c0815e231fad4c884450fc4d8da981439d6dd/emissions.csv
-
curl -L -o emissions.csv https://huggingface.co/kamel-usp/jbcs2025_phi-4-phi4_classification_lora-C5-full_context/resolve/c11c0815e231fad4c884450fc4d8da981439d6dd/emissions.csv
818 Bytes
| timestamp,project_name,run_id,experiment_id,duration,emissions,emissions_rate,cpu_power,gpu_power,ram_power,cpu_energy,gpu_energy,ram_energy,energy_consumed,country_name,country_iso_code,region,cloud_provider,cloud_region,os,python_version,codecarbon_version,cpu_count,cpu_model,gpu_count,gpu_model,longitude,latitude,ram_total_size,tracking_mode,on_cloud,pue | |
| 2025-06-30T14:05:42,jbcs2025,6ebffa45-346a-4466-91bf-66e89bf29df4,phi-4-phi4_classification_lora-C5-full_context,7612.985077966005,0.0039174907035442455,5.145801106168592e-07,66.0,632.9928935700395,70.0,0.1375957475677031,1.3648034318418922,0.14553115005431075,1.6479303294639056,Canada,CAN,quebec,,,Linux-5.15.0-130-generic-x86_64-with-glibc2.35,3.12.11,3.0.2,192,INTEL(R) XEON(R) PLATINUM 8558,1,1 x NVIDIA H200,-71.2,46.8,2015.3516235351562,machine,N,1.0 | |