Instructions to use kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-essay_only-r16 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-essay_only-r16 with PEFT:
from peft import PeftModel from transformers import AutoModelForSequenceClassification base_model = AutoModelForSequenceClassification.from_pretrained("meta-llama/Llama-3.1-8B") model = PeftModel.from_pretrained(base_model, "kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-essay_only-r16") - Notebooks
- Google Colab
- Kaggle
Download emissions.csv from kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-essay_only-r16: direct link, hf CLI and curl.
- Browser
- Download file 840 Bytes
-
https://huggingface.co/kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-essay_only-r16/resolve/main/emissions.csv
- Command line
-
hf download hf://kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-essay_only-r16/emissions.csv
-
curl -L -o emissions.csv https://huggingface.co/kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-essay_only-r16/resolve/main/emissions.csv
840 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 | |
| 2025-07-05T12:00:28,jbcs2025,f832921e-a810-4d10-9018-88308a107dbc,Llama-3.1-8B-llama31_classification_lora-C2-essay_only,3358.5305001889938,0.04267250275375512,1.2705706484235835e-05,70.0,663.1319484245372,70.0,0.06436869934081722,0.6329052779904778,0.06420468491740924,0.7614786622487039,France,FRA,île-de-france,,,Linux-5.15.0-136-generic-x86_64-with-glibc2.35,3.12.11,3.0.2,192,INTEL(R) XEON(R) PLATINUM 8568Y+,1,1 x NVIDIA H200,2.3494,48.8558,2015.363483428955,machine,N,1.0 | |