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bible-embeddings

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Add Gemini

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Files changed (50) hide show
  1. README.md +9 -6
  2. embed-gemini.py +54 -0
  3. embeddings/1 Chronicles/001/bsb-text-embedding-004.json +3 -0
  4. embeddings/1 Chronicles/002/bsb-text-embedding-004.json +3 -0
  5. embeddings/1 Chronicles/003/bsb-text-embedding-004.json +3 -0
  6. embeddings/1 Chronicles/004/bsb-text-embedding-004.json +3 -0
  7. embeddings/1 Chronicles/005/bsb-text-embedding-004.json +3 -0
  8. embeddings/1 Chronicles/006/bsb-text-embedding-004.json +3 -0
  9. embeddings/1 Chronicles/007/bsb-text-embedding-004.json +3 -0
  10. embeddings/1 Chronicles/008/bsb-text-embedding-004.json +3 -0
  11. embeddings/1 Chronicles/009/bsb-text-embedding-004.json +3 -0
  12. embeddings/1 Chronicles/010/bsb-text-embedding-004.json +3 -0
  13. embeddings/1 Chronicles/011/bsb-text-embedding-004.json +3 -0
  14. embeddings/1 Chronicles/012/bsb-text-embedding-004.json +3 -0
  15. embeddings/1 Chronicles/013/bsb-text-embedding-004.json +3 -0
  16. embeddings/1 Chronicles/014/bsb-text-embedding-004.json +3 -0
  17. embeddings/1 Chronicles/015/bsb-text-embedding-004.json +3 -0
  18. embeddings/1 Chronicles/016/bsb-text-embedding-004.json +3 -0
  19. embeddings/1 Chronicles/017/bsb-text-embedding-004.json +3 -0
  20. embeddings/1 Chronicles/018/bsb-text-embedding-004.json +3 -0
  21. embeddings/1 Chronicles/019/bsb-text-embedding-004.json +3 -0
  22. embeddings/1 Chronicles/020/bsb-text-embedding-004.json +3 -0
  23. embeddings/1 Chronicles/021/bsb-text-embedding-004.json +3 -0
  24. embeddings/1 Chronicles/022/bsb-text-embedding-004.json +3 -0
  25. embeddings/1 Chronicles/023/bsb-text-embedding-004.json +3 -0
  26. embeddings/1 Chronicles/024/bsb-text-embedding-004.json +3 -0
  27. embeddings/1 Chronicles/025/bsb-text-embedding-004.json +3 -0
  28. embeddings/1 Chronicles/026/bsb-text-embedding-004.json +3 -0
  29. embeddings/1 Chronicles/027/bsb-text-embedding-004.json +3 -0
  30. embeddings/1 Chronicles/028/bsb-text-embedding-004.json +3 -0
  31. embeddings/1 Chronicles/029/bsb-text-embedding-004.json +3 -0
  32. embeddings/1 Corinthians/001/bsb-text-embedding-004.json +3 -0
  33. embeddings/1 Corinthians/002/bsb-text-embedding-004.json +3 -0
  34. embeddings/1 Corinthians/003/bsb-text-embedding-004.json +3 -0
  35. embeddings/1 Corinthians/004/bsb-text-embedding-004.json +3 -0
  36. embeddings/1 Corinthians/005/bsb-text-embedding-004.json +3 -0
  37. embeddings/1 Corinthians/006/bsb-text-embedding-004.json +3 -0
  38. embeddings/1 Corinthians/007/bsb-text-embedding-004.json +3 -0
  39. embeddings/1 Corinthians/008/bsb-text-embedding-004.json +3 -0
  40. embeddings/1 Corinthians/009/bsb-text-embedding-004.json +3 -0
  41. embeddings/1 Corinthians/010/bsb-text-embedding-004.json +3 -0
  42. embeddings/1 Corinthians/011/bsb-text-embedding-004.json +3 -0
  43. embeddings/1 Corinthians/012/bsb-text-embedding-004.json +3 -0
  44. embeddings/1 Corinthians/013/bsb-text-embedding-004.json +3 -0
  45. embeddings/1 Corinthians/014/bsb-text-embedding-004.json +3 -0
  46. embeddings/1 Corinthians/015/bsb-text-embedding-004.json +3 -0
  47. embeddings/1 Corinthians/016/bsb-text-embedding-004.json +3 -0
  48. embeddings/1 John/001/bsb-text-embedding-004.json +3 -0
  49. embeddings/1 John/002/bsb-text-embedding-004.json +3 -0
  50. embeddings/1 John/003/bsb-text-embedding-004.json +3 -0
README.md CHANGED
@@ -95,6 +95,9 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
95
  - [Salesforce/SFR-Embedding-Mistral](https://huggingface.co/Salesforce/SFR-Embedding-Mistral)
96
  - 4096 dimensions
97
  - BSB: 3632.75 MB
 
 
 
98
  - [text-embedding-3-large](https://platform.openai.com/docs/guides/embeddings)
99
  - 3072 dimensions
100
  - BSB: 2717.202 MB
@@ -123,9 +126,9 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
123
 
124
  [See here](https://docs.google.com/spreadsheets/d/e/2PACX-1vTRMoPeuLQc7gHIZhJ4U9y3P0j3Oj22AqAiTn81WVc4pkguYtoVnMZYNj5Af-faGEVWjHq0tLMv8kn4/pubhtml) for a better viewing experience.
125
 
126
- | Translation | Query | answerdotai/ModernBERT-large | answerdotai/ModernBERT-base | BAAI/bge-large-en | BAAI/bge-base-en | BAAI/bge-small-en | ibm-granite/granite-embedding-30m-english | ibm-granite/granite-embedding-125m-english | ibm-granite/granite-embedding-107m-multilingual | ibm-granite/granite-embedding-278m-multilingual | intfloat/e5-large-v2 | intfloat/e5-base-v2 | intfloat/e5-small-v2 | nvidia/NV-Embed-V2 | jinaai/jina-embeddings-v3 | 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 | voyage-3 |
127
- | ----------- | --------------------------------- | ---------------------------------------------------------------------- | ----------------------------------------------------------------------- | -------------------------------------------------------------------- | ---------------------------------------------------------------------------- | -------------------------------------------------------------------- | ----------------------------------------------------------------------- | --------------------------------------------------------------------------- | ------------------------------------------------------------------------ | -------------------------------------------------------------------------- | --------------------------------------------------------------------- | ------------------------------------------------------------------------ | ----------------------------------------------------------------------- | ------------------------------------------------------------------------------- | -------------------------------------------------------------------- | --------------------------------------------------------------------- | -------------------------------------------------------------------------------- | ----------------------------------------------------------------------- | ---------------------------------------------------------------------- | ---------------------------------------------------------------------- | --------------------------------------------------------------------- | ------------------------------------------------------------------- | --------------------------------------------------------------------------- | -------------------------------------------------------------------- |
128
- | BSB | God is love | John 6:48 (0.8322), 1 Corinthians 16:14 (0.8227), John 11:35 (0.8022) | 1 John 4:19 (0.8822), 1 Corinthians 16:14 (0.8811), John 10:30 (0.8769) | 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 (0.8854) ✅, 1 Corinthians 8:3 (0.8787), 1 John 4:7 (0.8644) | 1 John 4:16 (0.9179) ✅, 1 John 4:8 (0.9175) ✅, 1 Corinthians 8:3 (0.9175) | 1 John 4:7 (0.7671), 1 John 4:8 (0.7599) ✅, 1 Corinthians 8:3 (0.7588) | Deuteronomy 2:17 (0.7570), 1 John 4:8 (0.7533) ✅, 1 John 4:16 (0.7455) ✅ | 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 4:8 (0.8521), 1 John 4:16 (0.8240) ✅, 1 John 4:7 (0.8234) | 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) | 1 John 4:8 (0.6027) ✅, 1 John 4:16 (0.5488) ✅, 1 John 4:7 (0.5397) |
129
- | BSB | They meant bad but God meant good | Exodus 20:1 (0.8842), Psalms 105:28 (0.8790), Galatians 1:24 (0.8787) | Genesis 30:22 (0.9056), Job 14:4 (0.9044), Exodus 20:1 (0.9040) | 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) | 3 John 1:11 (0.8090), Hebrews 11:40 (0.8067), Genesis 50:20 (0.7821) ✅ | Genesis 50:20 (0.8663) ✅, Luke 18:19 (0.8632), Mark 10:18 (0.8632) | 3 John 1:11 (0.8032), 1 Peter 3:17 (0.7895), Romans 1:21 (0.7852) | 3 John 1:11 (0.7865), 1 Chronicles 5:25 (0.7863), Romans 1:21 (0.7711) | 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) | Jonah 3:10 (0.7927), Proverbs 12:2 (0.7811), Jeremiah 18:20 (0.7684) | 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) | Luke 18:19 (0.5457), Mark 10:19 (0.5457), Genesis 50:20 (0.5159) ✅ |
130
- | BSB | God loves the world | John 6:48 (0.8951), Exodus 20:1 (0.8901), 1 Corinthians 16:14 (0.8834) | 1 John 4:19 (0.9191), 1 Corinthians 16:14 (0.9131), Psalms 9:8 (0.9090) | 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) | 1 Corinthians 8:3 (0.8675), 1 John 2:15 (0.8572), Mark 12:30 (0.8430) | 1 Corinthians 8:3 (0.9156), 1 John 2:15 (0.9095), John 3:16 (0.8946) ✅ | 1 John 2:15 (0.8218), Psalms 33:5 (0.7887), Psalms 119:64 (0.7838) | 1 John 2:15 (0.8072), Psalms 33:5 (0.7937), John 3:16 (0.7842) ✅ | 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) | 1 John 2:15 (0.8017), Psalms 33:5 (0.8017), Ephesians 2:4 (0.7976) | 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) | 1 John 4:8 (0.5592), Psalm 67:7 (0.5323), John 3:16 (0.5280) ✅ |
131
- | BSB | God loved the world | John 6:48 (0.8841), Job 27:1 (0.8838), Exodus 20:1 (0.8821) | Genesis 8:15 (0.9213), 1 John 4:19 (0.9200), Acts 13:30 (0.9191) | 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) ✅ | 1 John 4:11 (0.8603), 1 Corinthians 8:3 (0.8522), 1 John 4:7 (0.8492) | John 3:16 (0.9116) ✅, 1 John 2:15 (0.8930) ✅, 1 Corinthians 8:3 (0.8910) | 1 John 2:15 (0.8016), John 3:16 (0.7904) ✅, 1 Chronicles 16:31 (0.7743) | John 3:16 (0.7894) ✅, 1 John 2:15 (0.7768), Deuteronomy 2:17 (0.7753) | 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) | Titus 3:4 (0.7943), Ephesians 2:4 (0.7883), 1 John 4:11 (0.7780) | 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) | John 3:16 (0.5469) ✅, 1 John 4:8 (0.5360), John 3:17 (0.5321) |
 
95
  - [Salesforce/SFR-Embedding-Mistral](https://huggingface.co/Salesforce/SFR-Embedding-Mistral)
96
  - 4096 dimensions
97
  - BSB: 3632.75 MB
98
+ - [text-embedding-004](https://ai.google.dev/gemini-api/docs/embeddings)
99
+ - 768 dimensions
100
+ - BSB: 465.544 MB
101
  - [text-embedding-3-large](https://platform.openai.com/docs/guides/embeddings)
102
  - 3072 dimensions
103
  - BSB: 2717.202 MB
 
126
 
127
  [See here](https://docs.google.com/spreadsheets/d/e/2PACX-1vTRMoPeuLQc7gHIZhJ4U9y3P0j3Oj22AqAiTn81WVc4pkguYtoVnMZYNj5Af-faGEVWjHq0tLMv8kn4/pubhtml) for a better viewing experience.
128
 
129
+ | Translation | Query | answerdotai/ModernBERT-large | answerdotai/ModernBERT-base | BAAI/bge-large-en | BAAI/bge-base-en | BAAI/bge-small-en | ibm-granite/granite-embedding-30m-english | ibm-granite/granite-embedding-125m-english | ibm-granite/granite-embedding-107m-multilingual | ibm-granite/granite-embedding-278m-multilingual | intfloat/e5-large-v2 | intfloat/e5-base-v2 | intfloat/e5-small-v2 | nvidia/NV-Embed-V2 | jinaai/jina-embeddings-v3 | sentence-transformers/all-MiniLM-L6-v2 | Salesforce/SFR-Embedding-Mistral | text-embedding-004 | text-embedding-3-large | text-embedding-3-small | text-embedding-ada-002 | thenlper/gte-large | thenlper/gte-base | thenlper/gte-small | voyage-3 |
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+ | ----------- | --------------------------------- | ---------------------------------------------------------------------- | ----------------------------------------------------------------------- | -------------------------------------------------------------------- | ---------------------------------------------------------------------------- | -------------------------------------------------------------------- | ----------------------------------------------------------------------- | --------------------------------------------------------------------------- | ------------------------------------------------------------------------ | -------------------------------------------------------------------------- | --------------------------------------------------------------------- | ------------------------------------------------------------------------ | ----------------------------------------------------------------------- | ------------------------------------------------------------------------------- | -------------------------------------------------------------------- | --------------------------------------------------------------------- | -------------------------------------------------------------------------------- | --------------------------------------------------------------------- | ----------------------------------------------------------------------- | ---------------------------------------------------------------------- | ---------------------------------------------------------------------- | --------------------------------------------------------------------- | ------------------------------------------------------------------- | --------------------------------------------------------------------------- | -------------------------------------------------------------------- |
131
+ | BSB | God is love | John 6:48 (0.8322), 1 Corinthians 16:14 (0.8227), John 11:35 (0.8022) | 1 John 4:19 (0.8822), 1 Corinthians 16:14 (0.8811), John 10:30 (0.8769) | 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 (0.8854) ✅, 1 Corinthians 8:3 (0.8787), 1 John 4:7 (0.8644) | 1 John 4:16 (0.9179) ✅, 1 John 4:8 (0.9175) ✅, 1 Corinthians 8:3 (0.9175) | 1 John 4:7 (0.7671), 1 John 4:8 (0.7599) ✅, 1 Corinthians 8:3 (0.7588) | Deuteronomy 2:17 (0.7570), 1 John 4:8 (0.7533) ✅, 1 John 4:16 (0.7455) ✅ | 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 4:8 (0.8521), 1 John 4:16 (0.8240) ✅, 1 John 4:7 (0.8234) | 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 John 4:8 (0.7897) ✅, 1 John 4:16 (0.7105) ✅, 1 John 4:7 (0.7052) | 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) | 1 John 4:8 (0.6027) ✅, 1 John 4:16 (0.5488) ✅, 1 John 4:7 (0.5397) |
132
+ | BSB | They meant bad but God meant good | Exodus 20:1 (0.8842), Psalms 105:28 (0.8790), Galatians 1:24 (0.8787) | Genesis 30:22 (0.9056), Job 14:4 (0.9044), Exodus 20:1 (0.9040) | 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) | 3 John 1:11 (0.8090), Hebrews 11:40 (0.8067), Genesis 50:20 (0.7821) ✅ | Genesis 50:20 (0.8663) ✅, Luke 18:19 (0.8632), Mark 10:18 (0.8632) | 3 John 1:11 (0.8032), 1 Peter 3:17 (0.7895), Romans 1:21 (0.7852) | 3 John 1:11 (0.7865), 1 Chronicles 5:25 (0.7863), Romans 1:21 (0.7711) | 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) | Jonah 3:10 (0.7927), Proverbs 12:2 (0.7811), Jeremiah 18:20 (0.7684) | 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 (0.7109) ✅, Romans 3:8 (0.6368), Psalms 38:20 (0.6301) | 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) | Luke 18:19 (0.5457), Mark 10:19 (0.5457), Genesis 50:20 (0.5159) ✅ |
133
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embed-gemini.py ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import argparse
2
+ import json
3
+ import os
4
+ from google import genai
5
+ import logging
6
+ from itertools import groupby
7
+ from more_itertools import chunked
8
+ from tenacity import retry, wait_exponential, before_sleep_log
9
+
10
+ logging.basicConfig(level=logging.INFO)
11
+ logger = logging.getLogger(__name__)
12
+
13
+ arg_parser = argparse.ArgumentParser(prog="embed-gemini", description="Creates embeddings of Bible verses using Gemini API")
14
+ arg_parser.add_argument("translation", help="Located at text/<translation>.json")
15
+ arg_parser.add_argument("model", help="Gemini model")
16
+
17
+ args = arg_parser.parse_args()
18
+
19
+ with open(f"text/{args.translation}.json") as f:
20
+ bible_data = [verse for verse in json.load(f) if len(verse["text"]) > 0]
21
+
22
+ grouped_bible_data = groupby(bible_data, lambda item: (item["book"], item["chapter"]))
23
+
24
+ model_name = args.model
25
+
26
+ client = genai.Client(api_key=os.getenv("GEMINI_API_KEY"))
27
+
28
+ @retry(wait=wait_exponential(multiplier=2, min=60, max=300), before_sleep=before_sleep_log(logger, logging.WARNING))
29
+ def call_embeddings_api(sentences):
30
+ response = client.models.embed_content(model=model_name, contents=sentences)
31
+ return response
32
+
33
+ def get_embeddings(sentences):
34
+ all_embeddings = []
35
+ batch_size = 100 # API limit
36
+
37
+ for batch in chunked(sentences, batch_size):
38
+ response = call_embeddings_api(batch)
39
+ all_embeddings.extend(embedding.values for embedding in response.embeddings)
40
+
41
+ return all_embeddings
42
+
43
+ for (book, chapter), grouped in grouped_bible_data:
44
+ print(f"Embedding {book} {chapter}")
45
+ verses = list(grouped)
46
+ data = []
47
+ base_path = os.path.join("embeddings", book, str(chapter).zfill(3))
48
+ os.makedirs(base_path, exist_ok=True)
49
+ sentences = [verse["text"] for verse in verses]
50
+ embeddings = get_embeddings(sentences)
51
+ for i, verse in enumerate(verses):
52
+ data.append({ "book": verse["book"], "chapter": verse["chapter"], "verse": verse["verse"], "embedding": embeddings[i] })
53
+ with open(os.path.join(base_path, f"{args.translation}-{model_name}.json"), "w", encoding='utf-8') as f:
54
+ json.dump(data, f, indent=2)
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