Add voyage-3 and fix NV-Embed-V2 size

README.md

@@ -67,7 +67,7 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
   - BSB: 336.522 MB
 - [nvidia/NV-Embed-V2](https://huggingface.co/nvidia/NV-Embed-V2)
   - 1024 dimensions
-  - BSB: 898.283 MB
+  - 3631.32 MB
 - [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2)
   - 384 dimensions
   - BSB: 336.741 MB
@@ -92,14 +92,17 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
 - [thenlper/gte-small](https://huggingface.co/thenlper/gte-small)
   - 384 dimensions
   - BSB: 338.211 MB
+- [voyage-3](https://docs.voyageai.com/docs/embeddings)
+  - 1024 dimensions
+  - BSB: 899.583 MB
 
 ## Query Examples
 
 ✅ denotes accurate result.
 
-| 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                                                          |
-| ----------- | --------------------------------- | -------------------------------------------------------------------- | ---------------------------------------------------------------------------- | -------------------------------------------------------------------- | --------------------------------------------------------------------- | ------------------------------------------------------------------------ | ----------------------------------------------------------------------- | ------------------------------------------------------------------------------- | --------------------------------------------------------------------- | -------------------------------------------------------------------------------- | ----------------------------------------------------------------------- | ---------------------------------------------------------------------- | ---------------------------------------------------------------------- | --------------------------------------------------------------------- | ------------------------------------------------------------------- | --------------------------------------------------------------------------- |
-| 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) |
-| 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)          |
-| 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)             |
-| 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)            |
+| 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                                                          | voyage-3                                                             |
+| ----------- | --------------------------------- | -------------------------------------------------------------------- | ---------------------------------------------------------------------------- | -------------------------------------------------------------------- | --------------------------------------------------------------------- | ------------------------------------------------------------------------ | ----------------------------------------------------------------------- | ------------------------------------------------------------------------------- | --------------------------------------------------------------------- | -------------------------------------------------------------------------------- | ----------------------------------------------------------------------- | ---------------------------------------------------------------------- | ---------------------------------------------------------------------- | --------------------------------------------------------------------- | ------------------------------------------------------------------- | --------------------------------------------------------------------------- | -------------------------------------------------------------------- |
+| 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) | 1 John 4:8 (0.6027) ✅, 1 John 4:16 (0.5488) ✅, 1 John 4:7 (0.5397) |
+| 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)          | Luke 18:19 (0.5457), Mark 10:19 (0.5457), Genesis 50:20 (0.5159) ✅  |
+| 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)             | 1 John 4:8 (0.5592), Psalm 67:7 (0.5323), John 3:16 (0.5280) ✅      |
+| 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)            | John 3:16 (0.5469) ✅, 1 John 4:8 (0.5360), John 3:17 (0.5321)       |

embed-openai.py

@@ -3,7 +3,10 @@ import json
 import os
 import openai
 from itertools import groupby
-from tenacity import retry, wait_exponential
+from tenacity import retry, wait_exponential, before_sleep_log
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
 
 arg_parser = argparse.ArgumentParser(prog="embed-openai", description="Creates embeddings of Bible verses using OpenAI API")
 arg_parser.add_argument("translation", help="Located at text/<translation>.json")
@@ -18,7 +21,7 @@ grouped_bible_data = groupby(bible_data, lambda item: (item["book"], item["chapt
 
 model_name = args.model
 
-@retry(wait=wait_exponential(multiplier=2, min=2, max=30))
+@retry(wait=wait_exponential(multiplier=2, min=2, max=30), before_sleep=before_sleep_log(logger, logging.WARNING))
 def get_embeddings(sentences):
     return openai.Embedding.create(input=sentences, model=model_name)["data"]
 

embed-voyageai.py

@@ -0,0 +1,51 @@
+import argparse
+import json
+import os
+import voyageai
+from itertools import groupby
+import logging
+from tenacity import retry, wait_exponential, before_sleep_log
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+arg_parser = argparse.ArgumentParser(prog="embed-voyageai", description="Creates embeddings of Bible verses using VoyageAI API")
+arg_parser.add_argument("translation", help="Located at text/<translation>.json")
+arg_parser.add_argument("model", help="VoyageAI model")
+
+args = arg_parser.parse_args()
+
+vo = voyageai.Client()
+
+with open(f"text/{args.translation}.json") as f:
+    bible_data = [verse for verse in json.load(f) if len(verse["text"]) > 0]
+
+grouped_bible_data = groupby(bible_data, lambda item: (item["book"], item["chapter"]))
+
+model_name = args.model
+
+def chunk_sentences(sentences, chunk_size=128):
+    """Split sentences into chunks of specified size."""
+    for i in range(0, len(sentences), chunk_size):
+        yield sentences[i:i + chunk_size]
+
+@retry(wait=wait_exponential(multiplier=2, min=2, max=30), before_sleep=before_sleep_log(logger, logging.WARNING))
+def get_embeddings(sentences):
+    all_embeddings = []
+    for chunk in chunk_sentences(sentences):
+        embeddings = vo.embed(texts=chunk, model=model_name).embeddings
+        all_embeddings.extend(embeddings)
+    return all_embeddings
+
+for (book, chapter), grouped in grouped_bible_data:
+    print(f"Embedding {book} {chapter}")
+    verses = list(grouped)
+    data = []
+    base_path = os.path.join("embeddings", book, str(chapter).zfill(3))
+    os.makedirs(base_path, exist_ok=True)
+    sentences = [verse["text"] for verse in verses]
+    embeddings = get_embeddings(sentences)
+    for i, verse in enumerate(verses):
+        data.append({ "book": verse["book"], "chapter": verse["chapter"], "verse": verse["verse"], "embedding": embeddings[i] })
+    with open(os.path.join(base_path, f"{args.translation}-{model_name}.json"), "w", encoding='utf-8') as f:
+        json.dump(data, f, indent=2)

embeddings/1 Chronicles/001/bsb-voyage-3.json

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embeddings/1 Chronicles/014/bsb-voyage-3.json

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