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 62000
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 sha256:2cce9c6c5d18a87ba4ecccf03e139df79a016e5d4365d919f25102f35608c2e4
|
| 3 |
+
size 130545170
|
eval/Information-Retrieval_evaluation_test_results.csv
CHANGED
|
@@ -338,3 +338,4 @@ epoch,steps,cosine-Accuracy@1,cosine-Precision@1,cosine-Recall@1,cosine-MRR@1,co
|
|
| 338 |
6.7088046129962295,60500,0.6120921236433969,0.6120921236433969,0.5934351276591329,0.6120921236433969,0.783424784766696,0.7364200880246187,{1: np.float64(0.3546544993326148)},{1: np.float64(0.19490794502587722)}
|
| 339 |
6.764249279219339,61000,0.6119130341344604,0.6119130341344604,0.5933352852579007,0.6119130341344604,0.7833869345380153,0.7364835476475459,{1: np.float64(0.3535124902511643)},{1: np.float64(0.19353356019428558)}
|
| 340 |
6.819693945442449,61500,0.6118055804290985,0.6118055804290985,0.5935331529250544,0.6118055804290985,0.7831870874344656,0.736499153210146,{1: np.float64(0.35410950014063247)},{1: np.float64(0.19564878218429918)}
|
|
|
|
|
|
| 338 |
6.7088046129962295,60500,0.6120921236433969,0.6120921236433969,0.5934351276591329,0.6120921236433969,0.783424784766696,0.7364200880246187,{1: np.float64(0.3546544993326148)},{1: np.float64(0.19490794502587722)}
|
| 339 |
6.764249279219339,61000,0.6119130341344604,0.6119130341344604,0.5933352852579007,0.6119130341344604,0.7833869345380153,0.7364835476475459,{1: np.float64(0.3535124902511643)},{1: np.float64(0.19353356019428558)}
|
| 340 |
6.819693945442449,61500,0.6118055804290985,0.6118055804290985,0.5935331529250544,0.6118055804290985,0.7831870874344656,0.736499153210146,{1: np.float64(0.35410950014063247)},{1: np.float64(0.19564878218429918)}
|
| 341 |
+
6.875138611665558,62000,0.6113041298040761,0.6113041298040761,0.5928729358423294,0.6113041298040761,0.7833109848769486,0.7363770402845532,{1: np.float64(0.35353732847956676)},{1: np.float64(0.19530616771899473)}
|
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:ce0bd2ce0ca60649e6f79fe7bf390594a3bd98678d8f7c28e490d24fda3e5d5e
|
| 3 |
size 45437864
|