Sentence Similarity
Safetensors
vllm
ministral3
nvfp4
modelopt
fp4
blackwell
embeddings
text-embeddings
feature-extraction
retrieval
semantic-search
rag
mteb
nemotron
quantized
4-bit precision
information-retrieval
dense-retrieval
vector-search
matryoshka
arxiv:2502.13595
Eval Results (legacy)
8-bit precision
Download quantization/calibration_audit.json from shadowrock-io/Nemotron-3-Embed-8B-Community-NVFP4: direct link, hf CLI and curl.
- Browser
- Download file 869 Bytes
-
https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-NVFP4/resolve/beb65995000d1ce7b17df3c32ce35cd2a25d2bb2/quantization/calibration_audit.json
- Command line
-
hf download hf://shadowrock-io/Nemotron-3-Embed-8B-Community-NVFP4@beb65995000d1ce7b17df3c32ce35cd2a25d2bb2/quantization/calibration_audit.json
-
curl -L -o calibration_audit.json https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-NVFP4/resolve/beb65995000d1ce7b17df3c32ce35cd2a25d2bb2/quantization/calibration_audit.json
869 Bytes
| { | |
| "seed": 20260803, | |
| "total_samples": 736, | |
| "fill_ratio": 0.9787, | |
| "per_bucket": { | |
| "passage/128": { | |
| "need": 130, | |
| "filled": 130 | |
| }, | |
| "passage/16384": { | |
| "need": 24, | |
| "filled": 24 | |
| }, | |
| "passage/2048": { | |
| "need": 120, | |
| "filled": 120 | |
| }, | |
| "passage/32": { | |
| "need": 30, | |
| "filled": 30 | |
| }, | |
| "passage/512": { | |
| "need": 160, | |
| "filled": 160 | |
| }, | |
| "passage/8192": { | |
| "need": 60, | |
| "filled": 60 | |
| }, | |
| "query/128": { | |
| "need": 70, | |
| "filled": 54 | |
| }, | |
| "query/32": { | |
| "need": 158, | |
| "filled": 158 | |
| } | |
| }, | |
| "zero_buckets": [], | |
| "reallocations": [ | |
| { | |
| "from": "query/512", | |
| "n": 8, | |
| "to": "query/32" | |
| } | |
| ], | |
| "truncated": 0, | |
| "miracl_langs_missing": [ | |
| "de" | |
| ], | |
| "holdout_languages": [ | |
| "sw", | |
| "te" | |
| ], | |
| "status": "OK" | |
| } |