Sentence Similarity
sentence-transformers
Safetensors
modernbert
feature-extraction
dense
Generated from Trainer
dataset_size:8118
loss:CachedMultipleNegativesRankingLoss
Eval Results (legacy)
text-embeddings-inference
Instructions to use benjamintli/modernbert-cosqa with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use benjamintli/modernbert-cosqa with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("benjamintli/modernbert-cosqa") sentences = [ "python create path if doesnt exist", "def clean_whitespace(string, compact=False):\n \"\"\"Return string with compressed whitespace.\"\"\"\n for a, b in (('\\r\\n', '\\n'), ('\\r', '\\n'), ('\\n\\n', '\\n'),\n ('\\t', ' '), (' ', ' ')):\n string = string.replace(a, b)\n if compact:\n for a, b in (('\\n', ' '), ('[ ', '['),\n (' ', ' '), (' ', ' '), (' ', ' ')):\n string = string.replace(a, b)\n return string.strip()", "def rotateImage(img, angle):\n \"\"\"\n\n querries scipy.ndimage.rotate routine\n :param img: image to be rotated\n :param angle: angle to be rotated (radian)\n :return: rotated image\n \"\"\"\n imgR = scipy.ndimage.rotate(img, angle, reshape=False)\n return imgR", "def check_create_folder(filename):\n \"\"\"Check if the folder exisits. If not, create the folder\"\"\"\n os.makedirs(os.path.dirname(filename), exist_ok=True)" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
Training in progress, epoch 4
Browse files
eval/Information-Retrieval_evaluation_eval_results.csv
CHANGED
|
@@ -2,3 +2,4 @@ epoch,steps,cosine-Accuracy@1,cosine-Accuracy@3,cosine-Accuracy@5,cosine-Accurac
|
|
| 2 |
1.0,8,0.6130820399113082,0.8802660753880266,0.9390243902439024,0.9733924611973392,0.6130820399113082,0.6130820399113082,0.2934220251293422,0.8802660753880266,0.18780487804878046,0.9390243902439024,0.09733924611973392,0.9733924611973392,0.7519726885580548,0.8070706362163947,0.7532799330596042
|
| 3 |
2.0,16,0.623059866962306,0.8813747228381374,0.9368070953436807,0.9733924611973392,0.623059866962306,0.623059866962306,0.29379157427937913,0.8813747228381374,0.18736141906873613,0.9368070953436807,0.09733924611973392,0.9733924611973392,0.7572013690916134,0.8109634382854236,0.7585413772793764
|
| 4 |
3.0,24,0.6252771618625277,0.8835920177383592,0.9390243902439024,0.9745011086474501,0.6252771618625277,0.6252771618625277,0.29453067257945303,0.8835920177383592,0.1878048780487805,0.9390243902439024,0.09745011086474502,0.9745011086474501,0.759677348396861,0.8131406204702663,0.7609307194216963
|
|
|
|
|
|
| 2 |
1.0,8,0.6130820399113082,0.8802660753880266,0.9390243902439024,0.9733924611973392,0.6130820399113082,0.6130820399113082,0.2934220251293422,0.8802660753880266,0.18780487804878046,0.9390243902439024,0.09733924611973392,0.9733924611973392,0.7519726885580548,0.8070706362163947,0.7532799330596042
|
| 3 |
2.0,16,0.623059866962306,0.8813747228381374,0.9368070953436807,0.9733924611973392,0.623059866962306,0.623059866962306,0.29379157427937913,0.8813747228381374,0.18736141906873613,0.9368070953436807,0.09733924611973392,0.9733924611973392,0.7572013690916134,0.8109634382854236,0.7585413772793764
|
| 4 |
3.0,24,0.6252771618625277,0.8835920177383592,0.9390243902439024,0.9745011086474501,0.6252771618625277,0.6252771618625277,0.29453067257945303,0.8835920177383592,0.1878048780487805,0.9390243902439024,0.09745011086474502,0.9745011086474501,0.759677348396861,0.8131406204702663,0.7609307194216963
|
| 5 |
+
4.0,32,0.6241685144124168,0.8835920177383592,0.9401330376940134,0.975609756097561,0.6241685144124168,0.6241685144124168,0.29453067257945303,0.8835920177383592,0.18802660753880268,0.9401330376940134,0.0975609756097561,0.975609756097561,0.7599637489881396,0.8136213487451881,0.7611712149645016
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 596070136
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4da2e9b0fea3be8bd76e4b791514e0d1d81ce0d1ad0454d2c0ab57f606eccf15
|
| 3 |
size 596070136
|