End of training script.

README.md

@@ -5,9 +5,35 @@ tags:
 - feature-extraction
 - dense
 - generated_from_trainer
-- dataset_size:5
+- dataset_size:149460
 - loss:ContrastiveLoss
 base_model: sentence-transformers/clip-ViT-B-32
+widget:
+- source_sentence: Meltdown
+  sentences:
+  - Ancient Imperiosaur
+  - https://cards.scryfall.io/normal/front/1/9/192ccc7f-ffb1-4f78-8cf0-a220df612be7.jpg?1682536817
+  - https://cards.scryfall.io/normal/front/5/6/56301392-3496-48d0-8d91-6b82e1164c98.jpg?1721427942
+- source_sentence: Etali, Primal Storm
+  sentences:
+  - https://cards.scryfall.io/normal/front/4/8/4874388e-0227-4b89-a986-d86c14482c81.jpg?1594065427
+  - Battle of Wits
+  - https://cards.scryfall.io/normal/front/1/d/1d3d8bb4-0430-45bb-930d-5d6db6521945.jpg?1587309687
+- source_sentence: Chrome Prowler
+  sentences:
+  - https://cards.scryfall.io/normal/front/a/2/a263f594-621e-46af-8561-f7eee565a19a.jpg?1562643297
+  - https://cards.scryfall.io/normal/front/3/d/3dff363d-7e9f-4764-a9ee-ec2f23239df6.jpg?1562907900
+  - https://cards.scryfall.io/normal/front/2/1/21121857-85b8-4ba8-9363-beafdb1005c2.jpg?1730486782
+- source_sentence: Beastbreaker of Bala Ged
+  sentences:
+  - https://cards.scryfall.io/normal/front/2/8/287ca034-9cea-4b84-98ba-76c24f038edb.jpg?1599709496
+  - https://cards.scryfall.io/normal/front/5/4/547f2641-bcd6-4536-ba5a-f46170dd2803.jpg?1573513110
+  - https://cards.scryfall.io/normal/front/4/c/4c29f6a1-42a5-433f-9c09-c160b096f8e1.jpg?1562542378
+- source_sentence: Against All Odds
+  sentences:
+  - https://cards.scryfall.io/normal/front/4/a/4ab2f81a-fcbe-44d1-8281-04dd78bb9ea3.jpg?1593274931
+  - https://cards.scryfall.io/normal/front/3/c/3cd8dd4e-6892-49d7-8fae-97d04f9f6c84.jpg?1675956885
+  - Sheltering Prayers
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 ---
@@ -60,9 +86,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("philipp-zettl/MTGEmb-small")
 # Run inference
 sentences = [
-    'The weather is lovely today.',
-    "It's so sunny outside!",
-    'He drove to the stadium.',
+    'Against All Odds',
+    'https://cards.scryfall.io/normal/front/3/c/3cd8dd4e-6892-49d7-8fae-97d04f9f6c84.jpg?1675956885',
+    'https://cards.scryfall.io/normal/front/4/a/4ab2f81a-fcbe-44d1-8281-04dd78bb9ea3.jpg?1593274931',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -71,9 +97,9 @@ print(embeddings.shape)
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
 print(similarities)
-# tensor([[1.0000, 0.9425, 0.8177],
-#         [0.9425, 1.0000, 0.8015],
-#         [0.8177, 0.8015, 1.0000]])
+# tensor([[1.0000, 0.9248, 0.6695],
+#         [0.9248, 1.0000, 0.6947],
+#         [0.6695, 0.6947, 1.0000]])
 ```
 
 <!--
@@ -118,19 +144,19 @@ You can finetune this model on your own dataset.
 
 #### Unnamed Dataset
 
-* Size: 5 training samples
+* Size: 149,460 training samples
 * Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>label</code>
-* Approximate statistics based on the first 5 samples:
-  |         | sentence_0                                                                       | sentence_1                                                                       | label                                           |
-  |:--------|:---------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|:------------------------------------------------|
-  | type    | string                                                                           | string                                                                           | int                                             |
-  | details | <ul><li>min: 3 tokens</li><li>mean: 16.8 tokens</li><li>max: 66 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 53.6 tokens</li><li>max: 66 tokens</li></ul> | <ul><li>0: ~60.00%</li><li>1: ~40.00%</li></ul> |
+* Approximate statistics based on the first 1000 samples:
+  |         | sentence_0                                                                        | sentence_1                                                                        | label                                           |
+  |:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:------------------------------------------------|
+  | type    | string                                                                            | string                                                                            | int                                             |
+  | details | <ul><li>min: 3 tokens</li><li>mean: 17.16 tokens</li><li>max: 69 tokens</li></ul> | <ul><li>min: 3 tokens</li><li>mean: 54.64 tokens</li><li>max: 69 tokens</li></ul> | <ul><li>0: ~57.60%</li><li>1: ~42.40%</li></ul> |
 * Samples:
-  | sentence_0                   | sentence_1                                                                                                  | label          |
-  |:-----------------------------|:------------------------------------------------------------------------------------------------------------|:---------------|
-  | <code>Veteran Armorer</code> | <code>https://cards.scryfall.io/normal/front/0/0/0000419b-0bba-4488-8f7a-6194544ce91e.jpg?1721427487</code> | <code>0</code> |
-  | <code>Forest</code>          | <code>https://cards.scryfall.io/normal/front/0/0/0000419b-0bba-4488-8f7a-6194544ce91e.jpg?1721427487</code> | <code>1</code> |
-  | <code>Forest</code>          | <code>Veteran Armorer</code>                                                                                | <code>0</code> |
+  | sentence_0                        | sentence_1                                                                                                  | label          |
+  |:----------------------------------|:------------------------------------------------------------------------------------------------------------|:---------------|
+  | <code>Comparative Analysis</code> | <code>https://cards.scryfall.io/normal/front/d/d/dd83129b-7e8c-4cc5-a7b3-e0ae221d7ad4.jpg?1562939549</code> | <code>1</code> |
+  | <code>Breathkeeper Seraph</code>  | <code>https://cards.scryfall.io/normal/front/1/b/1bdd3ecb-8c11-4a4c-a503-bc29f79a9dcb.jpg?1682204691</code> | <code>0</code> |
+  | <code>Wei Infantry</code>         | <code>https://cards.scryfall.io/normal/front/7/2/72c6465f-3144-4faf-b248-a9fb941dc002.jpg?1562257016</code> | <code>1</code> |
 * Loss: [<code>ContrastiveLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastiveloss) with these parameters:
   ```json
   {
@@ -270,6 +296,25 @@ You can finetune this model on your own dataset.
 
 </details>
 
+### Training Logs
+| Epoch  | Step | Training Loss |
+|:------:|:----:|:-------------:|
+| 0.2140 | 500  | 0.0342        |
+| 0.4281 | 1000 | 0.0311        |
+| 0.6421 | 1500 | 0.0306        |
+| 0.8562 | 2000 | 0.0302        |
+| 1.0702 | 2500 | 0.0287        |
+| 1.2842 | 3000 | 0.0262        |
+| 1.4983 | 3500 | 0.025         |
+| 1.7123 | 4000 | 0.0236        |
+| 1.9264 | 4500 | 0.022         |
+| 2.1404 | 5000 | 0.016         |
+| 2.3545 | 5500 | 0.0128        |
+| 2.5685 | 6000 | 0.0119        |
+| 2.7825 | 6500 | 0.0108        |
+| 2.9966 | 7000 | 0.0103        |
+
+
 ### Framework Versions
 - Python: 3.13.7
 - Sentence Transformers: 5.1.2

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3b41f0699e0483f5792e303ee4230710736646a005a402e19017010acb4607ad
+oid sha256:736ecbd11008ba396ab46fc621960e2b4e5208e9d7f029b61b72bfa64c918b10
 size 605156676