Sentence Similarity
sentence-transformers
Safetensors
English
bert
biencoder
text-classification
sentence-pair-classification
semantic-similarity
semantic-search
retrieval
reranking
Generated from Trainer
dataset_size:9233417
loss:ArcFaceInBatchLoss
Eval Results (legacy)
text-embeddings-inference
Instructions to use redis/langcache-embed-experimental with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use redis/langcache-embed-experimental with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("redis/langcache-embed-experimental") sentences = [ "Hayley Vaughan portrayed Ripa on the ABC daytime soap opera , `` All My Children `` , between 1990 and 2002 .", "Traxxpad is a music application for Sony 's PlayStation Portable published by Definitive Studios and developed by Eidos Interactive .", "Between 1990 and 2002 , Hayley Vaughan Ripa portrayed in the ABC soap opera `` All My Children `` .", "Between 1990 and 2002 , Ripa Hayley portrayed Vaughan in the ABC soap opera `` All My Children `` ." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
Training in progress, step 67500
Browse files
eval/Information-Retrieval_evaluation_test_predictions_cosine.jsonl
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0270c2db9065c3bdefa3e973211e7b00633311ba459b1cb8f2ddbfe3f98173f1
|
| 3 |
+
size 130550904
|
eval/Information-Retrieval_evaluation_test_results.csv
CHANGED
|
@@ -349,3 +349,4 @@ epoch,steps,cosine-Accuracy@1,cosine-Precision@1,cosine-Recall@1,cosine-MRR@1,co
|
|
| 349 |
7.318695941450432,66000,0.6110175865897776,0.6110175865897776,0.5926099727467076,0.6110175865897776,0.7828695388980098,0.7360255294546876,{1: np.float64(0.35374249971342003)},{1: np.float64(0.19510042956043194)}
|
| 350 |
7.374140607673541,66500,0.6110175865897776,0.6110175865897776,0.5926424007399328,0.6110175865897776,0.7828281738004851,0.7358513647676804,{1: np.float64(0.3531996518651736)},{1: np.float64(0.19517034127654942)}
|
| 351 |
7.4295852738966515,67000,0.6112324940005015,0.6112324940005015,0.5926690722846567,0.6112324940005015,0.7831142952372878,0.7361713513856332,{1: np.float64(0.3539215831494516)},{1: np.float64(0.19407765339843727)}
|
|
|
|
|
|
| 349 |
7.318695941450432,66000,0.6110175865897776,0.6110175865897776,0.5926099727467076,0.6110175865897776,0.7828695388980098,0.7360255294546876,{1: np.float64(0.35374249971342003)},{1: np.float64(0.19510042956043194)}
|
| 350 |
7.374140607673541,66500,0.6110175865897776,0.6110175865897776,0.5926424007399328,0.6110175865897776,0.7828281738004851,0.7358513647676804,{1: np.float64(0.3531996518651736)},{1: np.float64(0.19517034127654942)}
|
| 351 |
7.4295852738966515,67000,0.6112324940005015,0.6112324940005015,0.5926690722846567,0.6112324940005015,0.7831142952372878,0.7361713513856332,{1: np.float64(0.3539215831494516)},{1: np.float64(0.19407765339843727)}
|
| 352 |
+
7.485029940119761,67500,0.6116981267237365,0.6116981267237365,0.5931702670675235,0.6116981267237365,0.7834247800295958,0.736512733434965,{1: np.float64(0.353894132428034)},{1: np.float64(0.19371439580161626)}
|
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 sha256:844f75ff529e2b6520a555e87746263836358e67260193c2ecd5579631ac3e67
|
| 3 |
size 45437864
|