Add google/embeddinggemma-300m

README.md

@@ -31,8 +31,18 @@ export GOOGLE_API_KEY="your-google-api-key"
 
 # Voyage AI
 export VOYAGE_API_KEY="your-voyage-api-key"
+
+# HuggingFace (for private models or increased rate limits)
+export HF_TOKEN="your-huggingface-token"
 ```
 
+**Note**: The HuggingFace token is optional for most public models but required for:
+- Private or gated models (like some variants of EmbeddingGemma)
+- Avoiding rate limits when downloading models
+- Models that require authentication
+
+You can get a HuggingFace token from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens).
+
 ## Usage
 
 The tool provides several modes of operation:
@@ -139,6 +149,7 @@ The tool supports embedding models from multiple providers:
 
 - **ModernBERT**: `answerdotai/ModernBERT-base`, `answerdotai/ModernBERT-large`
 - **BGE**: `BAAI/bge-large-en`, `BAAI/bge-base-en`, `BAAI/bge-small-en`
+- **Google EmbeddingGemma**: `google/embeddinggemma-300m`
 - **IBM Granite**: `ibm-granite/granite-embedding-30m-english`, `ibm-granite/granite-embedding-125m-english`, `ibm-granite/granite-embedding-107m-multilingual`, `ibm-granite/granite-embedding-278m-multilingual`
 - **E5**: `intfloat/e5-large-v2`, `intfloat/e5-base-v2`, `intfloat/e5-small-v2`
 - **Jina**: `jinaai/jina-embeddings-v3`
@@ -187,6 +198,10 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
 - [BAAI/bge-small-en](https://huggingface.co/BAAI/bge-small-en)
   - 384 dimensions
   - BSB: 338.351 MB
+- [google/embeddinggemma-300m](https://huggingface.co/google/embeddinggemma-300m)
+  - 768 dimensions (also supports 512, 256, 128 via MRL)
+  - BSB: 645.719 MB
+  - 300M parameters, multilingual support (100+ languages)
 - [ibm-granite/granite-embedding-30m-english](https://huggingface.co/ibm-granite/granite-embedding-30m-english)
   - 384 dimensions
   - BSB: 337.962 MB
@@ -198,7 +213,7 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
   - BSB: 334.367 MB
 - [ibm-granite/granite-embedding-278m-multilingual](https://huggingface.co/ibm-granite/granite-embedding-278m-multilingual)
   - 768 dimensions
-  - 671.446 MB
+  - BSB: 642.516 MB
 - [intfloat/e5-large-v2](https://huggingface.co/intfloat/e5-large-v2)
   - 1024 dimensions
   - BSB: 898.283 MB
@@ -213,7 +228,7 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
   - BSB: 738.597 MB
 - [nvidia/NV-Embed-V2](https://huggingface.co/nvidia/NV-Embed-V2)
   - 1024 dimensions
-  - 3631.32 MB
+  - BSB: 3465.70 MB
 - [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2)
   - 384 dimensions
   - BSB: 336.741 MB
@@ -610,6 +625,25 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
 
 *... and 522 more queries*
 
+### huggingface/google-embeddinggemma-300m (BSB)
+
+**Accuracy: 44.4%** (708/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | Romans 3:29 | 0.6238 | ❌ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | Philippians 1:8 | 0.6681 | ❌ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Job 4:9 | 0.6174 | ❌ |
+| they meant bad but god meant good | ['Genesis 50:20'] | Mark 12:27 | 0.6066 | ❌ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | Romans 3:29 | 0.6118 | ❌ |
+| god loves the world | ['John 3:16'] | Psalms 33:5 | 0.6894 | ❌ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | Psalms 77:8 | 0.6211 | ❌ |
+| god loved the whole world | ['John 3:16'] | Psalms 33:5 | 0.6843 | ⚠️ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Habakkuk 2:13 | 0.6246 | ❌ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8290 | ✅ |
+
+*... and 522 more queries*
+
 ### huggingface/BAAI-bge-large-en (BSB)
 
 **Accuracy: 43.9%** (701/1596 points across 532 queries)

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