Add new SentenceTransformer model

README.md

@@ -12,51 +12,54 @@ tags:
 - retrieval
 - reranking
 - generated_from_trainer
-- dataset_size:3119809
-- loss:AdaFaceInBatchLoss
+- dataset_size:400
+- loss:CustomBCELoss
 base_model: Alibaba-NLP/gte-modernbert-base
 widget:
-- source_sentence: Hayley Vaughan portrayed Ripa on the ABC daytime soap opera , ``
-    All My Children `` , between 1990 and 2002 .
+- source_sentence: The aversive or evitative case ( abbreviated ) is a grammatical
+    case that is found in Australian Aboriginal languages and indicates that the marked
+    noun is avoided or feared .
   sentences:
-  - 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 `` .
-- source_sentence: Olivella monilifera is a species of dwarf sea snail , small gastropod
-    mollusk in the family Olivellidae , the marine olives .
+  - The aversive or evitative case ( abbreviated ) is a grammatical case that is found
+    in Australian Aboriginal languages and indicates that the marked noun is avoided
+    or feared .
+  - He was born in Ryno , Johannesburg , died in North West .
+  - The aversive or evitative case ( abbreviated ) is a marked case found in Australian
+    Aboriginal languages that indicates that the grammatical noun is avoided or feared
+    .
+- source_sentence: Three ships of the Royal Australian Navy ( RAN ) were named after
+    Perth , the capital city of Western Australia , as HMAS `` Perth `` .
   sentences:
-  - Olivella monilifera is a species of the dwarf - sea snail , small gastropod mollusk
-    in the Olivellidae family , the marine olives .
-  - He was cut by the Browns after being signed by the Bills in 2013 . He was later
-    released .
-  - Olivella monilifera is a kind of sea snail , marine gastropod mollusk in the Olivellidae
-    family , the dwarf olives .
-- source_sentence: Hayashi said that Mackey `` is a sort of `` of the original model
-    for Tenchi .
+  - Three ships of the Royal Australian Navy ( RAN ) have been named HMAS `` Western
+    Australia `` after Perth , the capital city of Perth .
+  - Three ships of the Royal Australian Navy ( RAN ) were named after Perth , the
+    capital city of Western Australia , as HMAS `` Perth `` .
+  - He lost the title to Rees after Iestyn Rees purchased his title shot at PWE Jingle
+    All The Galloway .
+- source_sentence: Oxynoe azuropunctata is a kind of small sea snail or sea snail
+    , a bubble snail , a marine gastropod mollusk in the Oxynoidae family .
   sentences:
-  - In the summer of 2009 , Ellick shot a documentary about Malala Yousafzai .
-  - Hayashi said that Mackey is `` sort of `` the original model for Tenchi .
-  - Mackey said that Hayashi is `` sort of `` the original model for Tenchi .
-- source_sentence: Much of the film was shot on location in Los Angeles and in nearby
-    Burbank and Glendale .
+  - It is located at Ellison Bay , in the town of Liberty Grove , Wisconsin .
+  - Oxynoe azuropunctata is a kind of small sea snail or sea snail , a bubble snail
+    , a marine gastropod mollusk in the Oxynoidae family .
+  - Oxynoe azuropunctata is a species of marine sea snail or sea slug , a bubble snail
+    , a small gastropod mollusk in the family Oxynoidae .
+- source_sentence: It included the original six tracks , re-worked with new vocals
+    and live drums , three remixes , and new two tracks .
   sentences:
-  - Much of the film was shot on location in Los Angeles and in nearby Burbank and
-    Glendale .
-  - Much of the film was shot on site in Burbank and Glendale and in the nearby Los
-    Angeles .
-  - Traxxpad is a music application for the Sony PlayStation Portable developed by
-    the Definitive Studios and published by Eidos Interactive .
-- source_sentence: According to him , the earth is the carrier of his artistic work
-    , which is only integrated into the creative process by minimal changes .
+  - It included the original six tracks , overhauled with new vocals and live drums
+    , three remixes and two new tracks .
+  - Punish Lichfield , garrison Birmingham , and clear the country as far as possible
+    .
+  - Antoninus , or known as Antoninus , was a Roman who lived in the 1st century .
+- source_sentence: It is known from Australia , including South Australia , Tasmania
+    , Queensland , New South Wales and Victoria .
   sentences:
-  - National players are Bold players .
-  - According to him , earth is the carrier of his artistic work being integrated
-    into the creative process only by minimal changes .
-  - According to him , earth is the carrier of his creative work being integrated
-    into the artistic process only by minimal changes .
+  - It is famous from Australia , including South Australia , Tasmania , Queensland
+    , New South Wales and Victoria .
+  - In 1995 Franz married Joanie Zeck , whom he met in 1982 .
+  - In 1792 , the family moved to Kingston in Toronto and then York ( later renamed
+    Upper Canada ) .
 datasets:
 - redis/langcache-sentencepairs-v2
 pipeline_tag: sentence-similarity
@@ -148,9 +151,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("redis/langcache-embed-v3")
 # Run inference
 sentences = [
-    'According to him , the earth is the carrier of his artistic work , which is only integrated into the creative process by minimal changes .',
-    'According to him , earth is the carrier of his artistic work being integrated into the creative process only by minimal changes .',
-    'According to him , earth is the carrier of his creative work being integrated into the artistic process only by minimal changes .',
+    'It is known from Australia , including South Australia , Tasmania , Queensland , New South Wales and Victoria .',
+    'It is famous from Australia , including South Australia , Tasmania , Queensland , New South Wales and Victoria .',
+    'In 1792 , the family moved to Kingston in Toronto and then York ( later renamed Upper Canada ) .',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -159,9 +162,9 @@ print(embeddings.shape)
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
 print(similarities)
-# tensor([[1.0000, 0.9961, 0.9922],
-#         [0.9961, 1.0000, 0.9961],
-#         [0.9922, 0.9961, 0.9961]], dtype=torch.bfloat16)
+# tensor([[1.0078, 0.9531, 0.5898],
+#         [0.9531, 0.9961, 0.5898],
+#         [0.5898, 0.5898, 0.9922]], dtype=torch.bfloat16)
 ```
 
 <!--
@@ -225,54 +228,40 @@ You can finetune this model on your own dataset.
 #### LangCache Sentence Pairs (all)
 
 * Dataset: [LangCache Sentence Pairs (all)](https://huggingface.co/datasets/redis/langcache-sentencepairs-v2)
-* Size: 126,938 training samples
+* Size: 199 training samples
 * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
-* Approximate statistics based on the first 1000 samples:
+* Approximate statistics based on the first 199 samples:
   |         | anchor                                                                            | positive                                                                          | negative                                                                          |
   |:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
   | type    | string                                                                            | string                                                                            | string                                                                            |
-  | details | <ul><li>min: 8 tokens</li><li>mean: 27.27 tokens</li><li>max: 49 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 27.27 tokens</li><li>max: 48 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 26.54 tokens</li><li>max: 61 tokens</li></ul> |
+  | details | <ul><li>min: 9 tokens</li><li>mean: 26.47 tokens</li><li>max: 42 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 26.47 tokens</li><li>max: 42 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 25.93 tokens</li><li>max: 42 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                      | positive                                                                                                                                      | negative                                                                                                                                      |
-  |:--------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                        | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                           | <code>how can I get financial freedom as soon as possible?</code>                                                                             |
-  | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                         | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                          | <code>The older Punts are still very much in existence today and race in the same fleets as the newer boats .</code>                          |
-  | <code>Turner Valley , was at the Turner Valley Bar N Ranch Airport , southwest of the Turner Valley Bar N Ranch , Alberta , Canada .</code> | <code>Turner Valley , , was located at Turner Valley Bar N Ranch Airport , southwest of Turner Valley Bar N Ranch , Alberta , Canada .</code> | <code>Turner Valley Bar N Ranch Airport , , was located at Turner Valley Bar N Ranch , southwest of Turner Valley , Alberta , Canada .</code> |
-* Loss: <code>losses.AdaFaceInBatchLoss</code> with these parameters:
-  ```json
-  {
-      "scale": 20.0,
-      "similarity_fct": "cos_sim",
-      "gather_across_devices": false
-  }
-  ```
+  | anchor                                                                                                                                      | positive                                                                                                                                    | negative                                                                                                                                          |
+  |:--------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                        | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                         | <code>He was at the Westminster School under Richard Busby and studied at Christ Church , Oxford with Henry Aldrich .</code>                      |
+  | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                         | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                        | <code>Richard Cheyne was the son and heir of Robert Cralle of Shurland and Margery , daughter and coheiress of Cheyne of Cralle , Sussex .</code> |
+  | <code>Turner Valley , was at the Turner Valley Bar N Ranch Airport , southwest of the Turner Valley Bar N Ranch , Alberta , Canada .</code> | <code>Turner Valley , was at the Turner Valley Bar N Ranch Airport , southwest of the Turner Valley Bar N Ranch , Alberta , Canada .</code> | <code>Turner Valley Bar N Ranch Airport , , was located at Turner Valley Bar N Ranch , southwest of Turner Valley , Alberta , Canada .</code>     |
+* Loss: <code>losses.CustomBCELoss</code>
 
 ### Evaluation Dataset
 
 #### LangCache Sentence Pairs (all)
 
 * Dataset: [LangCache Sentence Pairs (all)](https://huggingface.co/datasets/redis/langcache-sentencepairs-v2)
-* Size: 126,938 evaluation samples
+* Size: 199 evaluation samples
 * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
-* Approximate statistics based on the first 1000 samples:
+* Approximate statistics based on the first 199 samples:
   |         | anchor                                                                            | positive                                                                          | negative                                                                          |
   |:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
   | type    | string                                                                            | string                                                                            | string                                                                            |
-  | details | <ul><li>min: 8 tokens</li><li>mean: 27.27 tokens</li><li>max: 49 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 27.27 tokens</li><li>max: 48 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 26.54 tokens</li><li>max: 61 tokens</li></ul> |
+  | details | <ul><li>min: 9 tokens</li><li>mean: 26.47 tokens</li><li>max: 42 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 26.47 tokens</li><li>max: 42 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 25.93 tokens</li><li>max: 42 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                      | positive                                                                                                                                      | negative                                                                                                                                      |
-  |:--------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                        | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                           | <code>how can I get financial freedom as soon as possible?</code>                                                                             |
-  | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                         | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                          | <code>The older Punts are still very much in existence today and race in the same fleets as the newer boats .</code>                          |
-  | <code>Turner Valley , was at the Turner Valley Bar N Ranch Airport , southwest of the Turner Valley Bar N Ranch , Alberta , Canada .</code> | <code>Turner Valley , , was located at Turner Valley Bar N Ranch Airport , southwest of Turner Valley Bar N Ranch , Alberta , Canada .</code> | <code>Turner Valley Bar N Ranch Airport , , was located at Turner Valley Bar N Ranch , southwest of Turner Valley , Alberta , Canada .</code> |
-* Loss: <code>losses.AdaFaceInBatchLoss</code> with these parameters:
-  ```json
-  {
-      "scale": 20.0,
-      "similarity_fct": "cos_sim",
-      "gather_across_devices": false
-  }
-  ```
+  | anchor                                                                                                                                      | positive                                                                                                                                    | negative                                                                                                                                          |
+  |:--------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                        | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                         | <code>He was at the Westminster School under Richard Busby and studied at Christ Church , Oxford with Henry Aldrich .</code>                      |
+  | <code>The newer punts are still very much in existence today and run in the same fleets as the older boats .</code>                         | <code>The newer Punts are still very much in existence today and race in the same fleets as the older boats .</code>                        | <code>Richard Cheyne was the son and heir of Robert Cralle of Shurland and Margery , daughter and coheiress of Cheyne of Cralle , Sussex .</code> |
+  | <code>Turner Valley , was at the Turner Valley Bar N Ranch Airport , southwest of the Turner Valley Bar N Ranch , Alberta , Canada .</code> | <code>Turner Valley , was at the Turner Valley Bar N Ranch Airport , southwest of the Turner Valley Bar N Ranch , Alberta , Canada .</code> | <code>Turner Valley Bar N Ranch Airport , , was located at Turner Valley Bar N Ranch , southwest of Turner Valley , Alberta , Canada .</code>     |
+* Loss: <code>losses.CustomBCELoss</code>
 
 ### Training Logs
 | Epoch | Step | test_cosine_ndcg@10 |

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:975841a27a72813ef45a69724c95df0c0fc6f8cc33484c016d0ae75202515551
+oid sha256:95d02211c4cca89113f9f3e93ed91f5176bf50170faa2cb835f7bfea15bb9dd2
 size 298041696