Sentence Similarity
sentence-transformers
Safetensors
English
bert
biencoder
text-classification
sentence-pair-classification
semantic-similarity
semantic-search
retrieval
reranking
Generated from Trainer
loss:ArcFaceInBatchLoss
Eval Results (legacy)
text-embeddings-inference
Instructions to use redis/langcache-embed-v3-mini-experimental with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use redis/langcache-embed-v3-mini-experimental with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("redis/langcache-embed-v3-mini-experimental") sentences = [ "That is a happy person", "That is a happy dog", "That is a very happy person", "Today is a sunny day" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
Training in progress, step 2500
Browse files
eval/Information-Retrieval_evaluation_test_results.csv
CHANGED
|
@@ -11,3 +11,4 @@ epoch,steps,cosine-Accuracy@1,cosine-Precision@1,cosine-Recall@1,cosine-MRR@1,co
|
|
| 11 |
0.013412017167381975,1000,0.5678890997830802,0.5678890997830802,0.5507695234406019,0.5678890997830802,0.7563070745743441,0.7044329364872989,{1: np.float64(0.3354033476142571)},{1: np.float64(0.18197417096489754)}
|
| 12 |
0.020118025751072962,1500,0.5688042299349241,0.5688042299349241,0.5515321319004718,0.5688042299349241,0.7554787945195707,0.7039358343738066,{1: np.float64(0.3369111223649082)},{1: np.float64(0.18216768429868255)}
|
| 13 |
0.02682403433476395,2000,0.5691770607375272,0.5691770607375272,0.5519744448071963,0.5691770607375272,0.7544400040707737,0.703529956028858,{1: np.float64(0.33992734087047366)},{1: np.float64(0.1854730872757064)}
|
|
|
|
|
|
| 11 |
0.013412017167381975,1000,0.5678890997830802,0.5678890997830802,0.5507695234406019,0.5678890997830802,0.7563070745743441,0.7044329364872989,{1: np.float64(0.3354033476142571)},{1: np.float64(0.18197417096489754)}
|
| 12 |
0.020118025751072962,1500,0.5688042299349241,0.5688042299349241,0.5515321319004718,0.5688042299349241,0.7554787945195707,0.7039358343738066,{1: np.float64(0.3369111223649082)},{1: np.float64(0.18216768429868255)}
|
| 13 |
0.02682403433476395,2000,0.5691770607375272,0.5691770607375272,0.5519744448071963,0.5691770607375272,0.7544400040707737,0.703529956028858,{1: np.float64(0.33992734087047366)},{1: np.float64(0.1854730872757064)}
|
| 14 |
+
0.03353004291845493,2500,0.5705667028199566,0.5705667028199566,0.553423400880949,0.5705667028199566,0.7543782053670005,0.7040875062021525,{1: np.float64(0.34332213223051666)},{1: np.float64(0.18535027216355832)}
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 45437864
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9e46e233592ca9861e55581897db9ab76a2efca8b98fefc89d75945b69d7a942
|
| 3 |
size 45437864
|