Feature Extraction
Transformers
Safetensors
scripture_genome_head
scripture
multilingual
information-retrieval
semantic-search
genome-regression
frozen-encoder
custom-head
custom_code
Instructions to use chainuser1/Scripture_Genome_Multilingual_Head_BGE_M3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use chainuser1/Scripture_Genome_Multilingual_Head_BGE_M3 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="chainuser1/Scripture_Genome_Multilingual_Head_BGE_M3", trust_remote_code=True)# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("chainuser1/Scripture_Genome_Multilingual_Head_BGE_M3", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download export_verification.json from chainuser1/Scripture_Genome_Multilingual_Head_BGE_M3: direct link, hf CLI and curl.
- Browser
- Download file 899 Bytes
-
https://huggingface.co/chainuser1/Scripture_Genome_Multilingual_Head_BGE_M3/resolve/main/export_verification.json
- Command line
-
hf download hf://chainuser1/Scripture_Genome_Multilingual_Head_BGE_M3/export_verification.json
-
curl -L -o export_verification.json https://huggingface.co/chainuser1/Scripture_Genome_Multilingual_Head_BGE_M3/resolve/main/export_verification.json
899 Bytes
| { | |
| "rows": 32, | |
| "inputs": "seeded synthetic normalized vectors; not a retrieval benchmark", | |
| "variants": { | |
| "fp32": { | |
| "source_tensor_values_preserved": true, | |
| "source_loader_max_abs_delta": 0.0, | |
| "max_abs_delta_vs_fp32": 0.0, | |
| "mean_abs_delta_vs_fp32": 0.0 | |
| }, | |
| "fp16": { | |
| "source_tensor_values_preserved": true, | |
| "source_loader_max_abs_delta": 0.0, | |
| "max_abs_delta_vs_fp32": 0.00044864416122436523, | |
| "mean_abs_delta_vs_fp32": 2.0774701624759473e-05 | |
| }, | |
| "int8": { | |
| "source_tensor_values_preserved": true, | |
| "source_loader_max_abs_delta": 0.0, | |
| "max_abs_delta_vs_fp32": 0.017965853214263916, | |
| "mean_abs_delta_vs_fp32": 0.000984748243354261 | |
| } | |
| }, | |
| "automodel_from_pretrained": "passed locally with custom-code trust", | |
| "base_encoder_execution": "not tested by this head-only conversion" | |
| } | |