Ken Powers commited on
Add nvidia/NV-Embed-V2
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- README.md +18 -15
- embed.py +1 -1
- embeddings/1 Chronicles/001/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/002/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/003/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/004/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/005/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/006/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/007/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/008/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/009/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/010/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/011/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/012/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/013/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/014/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/015/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/016/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/017/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/018/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/019/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/020/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/021/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/022/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/023/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/024/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/025/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/026/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/027/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/028/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Chronicles/029/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/001/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/002/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/003/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/004/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/005/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/006/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/007/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/008/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/009/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/010/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/011/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/012/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/013/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/014/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/015/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 Corinthians/016/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 John/001/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 John/002/bsb-NV-Embed-V2.json +3 -0
- embeddings/1 John/003/bsb-NV-Embed-V2.json +3 -0
README.md
CHANGED
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@@ -56,15 +56,6 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
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- [BAAI/bge-small-en](https://huggingface.co/BAAI/bge-small-en)
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- 384 dimensions
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- BSB: 338.351 MB
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- [thenlper/gte-large](https://huggingface.co/thenlper/gte-large)
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- 1024 dimensions
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- BSB: 899.583 MB
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- [thenlper/gte-base](https://huggingface.co/thenlper/gte-base)
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- 768 dimensions
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- BSB: 674.492 MB
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- [thenlper/gte-small](https://huggingface.co/thenlper/gte-small)
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- 384 dimensions
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- BSB: 338.211 MB
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- [intfloat/e5-large-v2](https://huggingface.co/intfloat/e5-large-v2)
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- 1024 dimensions
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- BSB: 898.283 MB
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- [intfloat/e5-small-v2](https://huggingface.co/intfloat/e5-small-v2)
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- 384 dimensions
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- BSB: 336.522 MB
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- [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2)
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- 384 dimensions
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- BSB: 336.741 MB
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- [text-embedding-ada-002](https://platform.openai.com/docs/guides/embeddings)
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- 1536 dimensions
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- BSB: 1359.56 MB
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## Query Examples
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✅ denotes accurate result.
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| Translation | Query |
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| ----------- | --------------------------------- | --------------------------------------------------------------------------------
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| BSB | God is love | 1
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| BSB | They meant bad but God meant good |
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| BSB | God loves the world |
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| BSB | God loved the world |
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- [BAAI/bge-small-en](https://huggingface.co/BAAI/bge-small-en)
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- 384 dimensions
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- BSB: 338.351 MB
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- [intfloat/e5-large-v2](https://huggingface.co/intfloat/e5-large-v2)
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- 1024 dimensions
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- BSB: 898.283 MB
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- [intfloat/e5-small-v2](https://huggingface.co/intfloat/e5-small-v2)
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- 384 dimensions
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- BSB: 336.522 MB
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+
- [nvidia/NV-Embed-V2](https://huggingface.co/nvidia/NV-Embed-V2)
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- 1024 dimensions
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- BSB: 898.283 MB
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- [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2)
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- 384 dimensions
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- BSB: 336.741 MB
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- [text-embedding-ada-002](https://platform.openai.com/docs/guides/embeddings)
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- 1536 dimensions
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- BSB: 1359.56 MB
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+
- [thenlper/gte-large](https://huggingface.co/thenlper/gte-large)
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- 1024 dimensions
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- BSB: 899.583 MB
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- [thenlper/gte-base](https://huggingface.co/thenlper/gte-base)
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- 768 dimensions
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- BSB: 674.492 MB
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- [thenlper/gte-small](https://huggingface.co/thenlper/gte-small)
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- 384 dimensions
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- BSB: 338.211 MB
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## Query Examples
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✅ denotes accurate result.
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| Translation | Query | BAAI/bge-large-en | BAAI/bge-base-en | BAAI/bge-small-en | intfloat/e5-large-v2 | intfloat/e5-base-v2 | intfloat/e5-small-v2 | nvidia/NV-Embed-V2 | sentence-transformers/all-MiniLM-L6-v2 | Salesforce/SFR-Embedding-Mistral | text-embedding-3-large | text-embedding-3-small | text-embedding-ada-002 | thenlper/gte-large | thenlper/gte-base | thenlper/gte-small |
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| ----------- | --------------------------------- | -------------------------------------------------------------------- | ---------------------------------------------------------------------------- | -------------------------------------------------------------------- | --------------------------------------------------------------------- | ------------------------------------------------------------------------ | ----------------------------------------------------------------------- | ------------------------------------------------------------------------------- | --------------------------------------------------------------------- | -------------------------------------------------------------------------------- | ----------------------------------------------------------------------- | ---------------------------------------------------------------------- | ---------------------------------------------------------------------- | --------------------------------------------------------------------- | ------------------------------------------------------------------- | --------------------------------------------------------------------------- |
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| BSB | God is love | 1 John 4:8 (0.9084) ✅, 1 John 4:16 (0.9073) ✅, 1 John 4:7 (0.8963) | 1 John 4:16 (0.9078) ✅, 1 John 4:8 (0.8906) ✅, 1 John 4:7 (0.8882) | 1 John 4:16 (0.9193) ✅, Psalm 73:1 (0.9131), 1 John 4:8 (0.9069) ✅ | 1 John 4:8 (0.8575) ✅, 1 John 4:16 (0.8354) ✅, Psalm 115:3 (0.8270) | 1 John 4:8 (0.8625) ✅, 1 John 4:12 (0.8353), 1 John 4:7 (0.8301) | 1 John 4:16 (0.8750) ✅, 1 John 4:8 (0.8741) ✅, 1 John 4:12 (0.8573) | 1 John 4:19 (0.5823), 1 Corinthians 16:14 (0.5245), 1 Corinthians 13:4 (0.5150) | 1 John 4:16 (0.6814) ✅, 1 John 4:8 (0.6255) ✅, 1 John 4:12 (0.6056) | 1 Corinthians 16:14 (0.7896), 1 John 4:8 (0.7784) ✅, 1 Corinthians 8:3 (0.7673) | 1 Jonn 4:8 (0.6260) ✅, 1 John 4:16 (0.6083) ✅, 1 John 4:9 (0.5519) | 1 John 4:16 (0.6159) ✅, 1 John 4:8 (0.6058) ✅, 1 John 4:12 (0.5713) | 1 John 4:16 (0.8935) ✅, 1 John 4:8 (0.8930) ✅, 1 John 4:7 (0.8854) | 1 John 4:8 (0.9222) ✅, 1 John 4:16 (0.8993) ✅, 1 John 4:10 (0.8941) | 1 John 4:8 (0.9417), 1 John 4:16 (0.9147), 1 John 4:7 (0.8977) | 1 John 4:8 (0.9231) ✅, 1 John 4:16 (0.9065) ✅, 1 Corinthians 8:3 (0.8928) |
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| BSB | They meant bad but God meant good | Amos 5:14 (0.8809), Proverbs 12:2 (0.8797), 3 John 1:11 (0.8793) | 3 John 11 (0.8639), Acts 13:32 (0.8625), Titus 3:8 (0.8618) | 3 John 11 (0.8871), Psalm 73:1 (0.8860), Psalm 76:9 (0.8857) | Psalm 106:21 (0.8293), Romans 12:21 (0.8288), Romans 1:25 (0.8284) | Genesis 50:20 (0.8596) ✅, 1 Peter 3:17 (0.8507), Hebrews 11:16 (0.8484) | 1 Peter 3:17 (0.8570), Isaiah 5:20 (0.8536), Ecclesiastes 7:18 (0.8510) | Genesis 50:20 (0.5474) ✅, Romans 8:28 (0.4734), Psalms 21:11 (0.4454) | Luke 18:19 (0.5357), Mark 10:18 (0.5457), 3 John 11 (0.5030) | Genesis 50:20 (0.7706) ✅, Jeremiah 18:20 (0.7561), 2 Corinthians 4:9 (0.7538) | Genesis 50:20 (0.5814) ✅, Hebrews 11:40 (0.4597), Psalm 21:11 (0.4228) | Genesis 50:20 (0.5368) ✅, Jonah 3:10 (0.5243), Hebrews 11:40 (0.4992) | Genesis 50:20 (0.8718) ✅, Jonah 3:10 (0.8536), Hebrews 11:40 (0.8433) | Jonah 3:10 (0.8847), Luke 18:19 (0.8835), Mark 10:18 (0.8835) | Jonah 3:10 (0.8689), Jeremiah 18:20 (0.8668), Romans 14:16 (0.8657) | Psalm 99:8 (0.8747), 3 John 1:11 (0.8747), Galatians 1:24 (0.8744) |
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| BSB | God loves the world | Psalm 33:5 (0.8973), Isaiah 12:5 (0.8839), Psalm 115:3 (0.8817) | Psalm 33:5 (0.8953), 1 Chronicles 16:31 (0.8755), 1 Corinthians 8:3 (0.8755) | Psalm 47:7 (0.9070), Psalm 24:1 (0.9059), Psalm 76:9 (0.8996) | Psalm 33:5 (0.8530), John 3:16 (0.8503) ✅, Psalm 146:8 (0.8409) | Psalm 33:5 (0.8802), John 3:16 (0.8565) ✅, Psalm 146:8 (0.8501) | Psalm 33:5 (0.8835), Psalm 47:7 (0.8734), Genesis 1:17 (0.8585) | 1 John 4:19 (0.5741), John 3:16 (0.5361) ✅, John 3:17 (0.5048) | Psalm 33:5 (0.6514), John 3:16 (0.6381) ✅, Psalm 47:7 (0.5882) | 1 Corinthians 16:14 (0.7331), 1 Corinthians 8:3 (0.7192), John 15:17 (0.7147) | John 3:16 (0.5520) ✅, John 3:17 (0.5506), 1 John 2:15 (0.4799) | John 3:16 (0.5981) ✅, 1 John 2:15 (0.5623), John 3:17 (0.5454) | John 3:16 (0.8704) ✅, 1 John 4:19 (0.8662), Psalm 67:7 (0.8643) | John 3:16 (0.8905), Psalm 33:5 (0.8889), 1 John 2:15 (0.8839) | Psalm 33:5 (0.9002), 1 Corinthians 8:3 (0.8939), John 3:16 (0.8747) | John 3:16 (0.8953) ✅, Psalm 47:7 (0.8923), Psalm 33:5 (0.8921) |
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| BSB | God loved the world | Psalm 33:5 (0.8850), John 3:16 (0.8824) ✅, Genesis 1:1 (0.8824) | John 3:16 (0.8864) ✅, Psalm 33:5 (0.8853), Acts 2:47 (0.8765) | Psalm 76:9 (0.9071), Genesis 1:1 (0.9053), John 3:16 (0.8979) ✅ | John 3:16 (0.8627) ✅, Psalm 33:5 (0.8456), Psalm 47:7 (0.8388) | John 3:16 (0.8685) ✅, Psalm 33:5 (0.8631), Psalm 136:6 (0.8472) | Psalm 33:5 (0.8738), John 3:16 (0.8725) ✅, Psalm 47:7 (0.8676) | 1 John 4:19 (0.6003), John 3:16 (0.5758) ✅, John 3:17 (0.5357) | John 3:16 (0.6464) ✅, John 3:17 (0.5846), Genesis 1:10 (0.5638) | John 3:17 (0.7436), John 3:16 (0.7385) ✅, 1 John 4:19 (0.7385) | John 3:16 (0.5929) ✅, John 3:17 (0.5541), 1 John 4:9 (0.5106) | John 3:16 (0.6034) ✅, John 3:17 (0.5585), John 1:10 (0.5342) | John 3:16 (0.8751) ✅, John 1:2 (0.8720), 1 John 4:19 (0.8671) | John 3:16 (0.8965), 1 John 4:9 (0.8838), Jeremiah 10:12 (0.8798) | John 3:16 (0.8950) ✅, Psalm 33:5 (0.8871), Psalm 136:6 (0.8722) | John 3:16 (0.9107) ✅, John 3:17 (0.8872), Genesis 1:10 (0.8866) |
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embed.py
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@@ -15,7 +15,7 @@ with open(f"text/{args.translation}.json") as f:
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grouped_bible_data = groupby(bible_data, lambda item: (item["book"], item["chapter"]))
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model = SentenceTransformer(args.model)
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model_name = args.model.split("/")[-1]
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for (book, chapter), grouped in grouped_bible_data:
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grouped_bible_data = groupby(bible_data, lambda item: (item["book"], item["chapter"]))
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model = SentenceTransformer(args.model, trust_remote_code=True)
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model_name = args.model.split("/")[-1]
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for (book, chapter), grouped in grouped_bible_data:
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embeddings/1 Chronicles/001/bsb-NV-Embed-V2.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:273cb3e2e43f069c13cac85b9138e34a177230756e2d7109e50528f1a385288f
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size 6304326
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embeddings/1 Chronicles/002/bsb-NV-Embed-V2.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:3dfcd6d6ab7c05db000bcc2d45e287fa76ba19a520d79dcc39e92083d7537ffe
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size 6419412
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embeddings/1 Chronicles/003/bsb-NV-Embed-V2.json
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version https://git-lfs.github.com/spec/v1
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size 2801208
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embeddings/1 Chronicles/004/bsb-NV-Embed-V2.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:82b822fbbe3369527bf58aae8a9f752019e84eeb3149a596426e7b2b5ff00f9d
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size 5019947
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size 3035438
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embeddings/1 Chronicles/006/bsb-NV-Embed-V2.json
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version https://git-lfs.github.com/spec/v1
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size 9456331
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embeddings/1 Chronicles/007/bsb-NV-Embed-V2.json
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version https://git-lfs.github.com/spec/v1
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size 4669877
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size 4669401
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embeddings/1 Chronicles/009/bsb-NV-Embed-V2.json
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version https://git-lfs.github.com/spec/v1
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size 5136913
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embeddings/1 Chronicles/010/bsb-NV-Embed-V2.json
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version https://git-lfs.github.com/spec/v1
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size 1634506
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version https://git-lfs.github.com/spec/v1
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size 5486645
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embeddings/1 Chronicles/012/bsb-NV-Embed-V2.json
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