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Error;b.l(d,(r=>{if(b.o(e,a)&&(0!==(t=e[a])&&(e[a]=void 0),t)){var f=r&&("load"===r.type?"missing":r.type),d=r&&r.target&&r.target.src;c.message="Loading chunk "+a+" failed.\n("+f+": "+d+")",c.name="ChunkLoadError",c.type=f,c.request=d,t[1](c)}}),"chunk-"+a,a)}},b.O.j=a=>0===e[a];var a=(a,r)=>{var t,f,d=r[0],c=r[1],o=r[2],n=0;if(d.some((a=>0!==e[a]))){for(t in c)b.o(c,t)&&(b.m[t]=c[t]);if(o)var i=o(b)}for(a&&a(r);n - + diff --git a/docs/add-memory/concepts.html b/docs/add-memory/concepts.html index 7b37b87..f9d4f9e 100644 --- a/docs/add-memory/concepts.html +++ b/docs/add-memory/concepts.html @@ -7,7 +7,7 @@ - + diff --git a/docs/build-rag-app/add-reranking.html b/docs/build-rag-app/add-reranking.html index ef6dd24..cdd1b5e 100644 --- a/docs/build-rag-app/add-reranking.html +++ b/docs/build-rag-app/add-reranking.html @@ -7,7 +7,7 @@ - + diff --git a/docs/build-rag-app/build-rag-app.html b/docs/build-rag-app/build-rag-app.html index 67a4af3..6c25f27 100644 --- a/docs/build-rag-app/build-rag-app.html +++ b/docs/build-rag-app/build-rag-app.html @@ -7,7 +7,7 @@ - + diff --git a/docs/build-rag-app/stream-responses.html b/docs/build-rag-app/stream-responses.html index 3c29be1..6a9af30 100644 --- a/docs/build-rag-app/stream-responses.html +++ b/docs/build-rag-app/stream-responses.html @@ -7,7 +7,7 @@ - + diff --git a/docs/category/add-memory-to-the-rag-application.html b/docs/category/add-memory-to-the-rag-application.html index 188856a..a76de90 100644 --- a/docs/category/add-memory-to-the-rag-application.html +++ b/docs/category/add-memory-to-the-rag-application.html @@ -7,7 +7,7 @@ - + diff --git a/docs/category/build-the-rag-application.html b/docs/category/build-the-rag-application.html index 81b4300..b27ed7a 100644 --- a/docs/category/build-the-rag-application.html +++ b/docs/category/build-the-rag-application.html @@ -7,7 +7,7 @@ - + diff --git a/docs/category/dev-environment.html b/docs/category/dev-environment.html index 2aeb088..aca8e0d 100644 --- a/docs/category/dev-environment.html +++ b/docs/category/dev-environment.html @@ -7,7 +7,7 @@ - + diff --git a/docs/category/fireworks-ai.html b/docs/category/fireworks-ai.html index f17c73c..4e10f67 100644 --- a/docs/category/fireworks-ai.html +++ b/docs/category/fireworks-ai.html @@ -7,7 +7,7 @@ - + diff --git a/docs/category/mongodb-atlas.html b/docs/category/mongodb-atlas.html index f2e1345..3dbca3f 100644 --- a/docs/category/mongodb-atlas.html +++ b/docs/category/mongodb-atlas.html @@ -7,7 +7,7 @@ - + diff --git a/docs/category/perform-semantic-search-on-your-data.html b/docs/category/perform-semantic-search-on-your-data.html index 622ae2b..f00787d 100644 --- a/docs/category/perform-semantic-search-on-your-data.html +++ b/docs/category/perform-semantic-search-on-your-data.html @@ -7,7 +7,7 @@ - + diff --git a/docs/category/prepare-the-data.html b/docs/category/prepare-the-data.html index f4c3282..4143d20 100644 --- a/docs/category/prepare-the-data.html +++ b/docs/category/prepare-the-data.html @@ -7,7 +7,7 @@ - + diff --git a/docs/category/retrieval-augmented-generation.html b/docs/category/retrieval-augmented-generation.html index 82d4205..aaf5983 100644 --- a/docs/category/retrieval-augmented-generation.html +++ b/docs/category/retrieval-augmented-generation.html @@ -7,7 +7,7 @@ - + diff --git a/docs/dev-env/dev-setup.html b/docs/dev-env/dev-setup.html index 6204f47..e4148ca 100644 --- a/docs/dev-env/dev-setup.html +++ b/docs/dev-env/dev-setup.html @@ -7,7 +7,7 @@ - + diff --git a/docs/dev-env/setup-pre-reqs.html b/docs/dev-env/setup-pre-reqs.html index 96247e3..8978173 100644 --- a/docs/dev-env/setup-pre-reqs.html +++ b/docs/dev-env/setup-pre-reqs.html @@ -7,7 +7,7 @@ - + diff --git a/docs/fireworks-ai/create-account.html b/docs/fireworks-ai/create-account.html index 8848d82..7d1773b 100644 --- a/docs/fireworks-ai/create-account.html +++ b/docs/fireworks-ai/create-account.html @@ -7,7 +7,7 @@ - + diff --git a/docs/fireworks-ai/create-api-key.html b/docs/fireworks-ai/create-api-key.html index c0fa885..015756b 100644 --- a/docs/fireworks-ai/create-api-key.html +++ b/docs/fireworks-ai/create-api-key.html @@ -7,7 +7,7 @@ - + diff --git a/docs/intro.html b/docs/intro.html index 5969a9b..376dc73 100644 --- a/docs/intro.html +++ b/docs/intro.html @@ -7,7 +7,7 @@ - + diff --git a/docs/mongodb-atlas/create-account.html b/docs/mongodb-atlas/create-account.html index f35e044..0475de8 100644 --- a/docs/mongodb-atlas/create-account.html +++ b/docs/mongodb-atlas/create-account.html @@ -7,7 +7,7 @@ - + diff --git a/docs/mongodb-atlas/create-cluster.html b/docs/mongodb-atlas/create-cluster.html index aa736e4..b243248 100644 --- a/docs/mongodb-atlas/create-cluster.html +++ b/docs/mongodb-atlas/create-cluster.html @@ -7,7 +7,7 @@ - + diff --git a/docs/mongodb-atlas/get-connection-string.html b/docs/mongodb-atlas/get-connection-string.html index 3bf82c3..97762d2 100644 --- a/docs/mongodb-atlas/get-connection-string.html +++ b/docs/mongodb-atlas/get-connection-string.html @@ -7,7 +7,7 @@ - + diff --git a/docs/perform-semantic-search/concepts.html b/docs/perform-semantic-search/concepts.html index 03467f4..78ca0c1 100644 --- a/docs/perform-semantic-search/concepts.html +++ b/docs/perform-semantic-search/concepts.html @@ -7,7 +7,7 @@ - + diff --git a/docs/perform-semantic-search/create-vector-index.html b/docs/perform-semantic-search/create-vector-index.html index 69dffb8..9bc12cf 100644 --- a/docs/perform-semantic-search/create-vector-index.html +++ b/docs/perform-semantic-search/create-vector-index.html @@ -7,7 +7,7 @@ - + @@ -20,7 +20,7 @@

Click JSON Editor under Atlas Vector Search to create your index

The 'Create Index' page with the 'JSON Editor' tab highlighted

Select the mongodb_rag_lab database and the knowledge collection, change the index name to vector_index, and add the following index definition in the JSON editor:

-
{
  "fields": [
    {
      "type": "vector",
      "path": "embedding",
      "numDimensions": 1024,
      "similarity": "cosine"
    }
  ]
}
-
info

The number of dimensions in the index definition is 1024 since we are using Mixedbread AI's open-source mxbai-embed-large-v1 model to generate embeddings in this lab.

+
{
  "fields": [
    {
      "type": "vector",
      "path": "embedding",
      "numDimensions": 384,
      "similarity": "cosine"
    }
  ]
}
+
info

The number of dimensions in the index definition is 384 since we are using the gte-small model to generate embeddings in this lab.

\ No newline at end of file diff --git a/docs/perform-semantic-search/pre-filtering.html b/docs/perform-semantic-search/pre-filtering.html index c08a0fa..0dcebb8 100644 --- a/docs/perform-semantic-search/pre-filtering.html +++ b/docs/perform-semantic-search/pre-filtering.html @@ -7,7 +7,7 @@ - + diff --git a/docs/perform-semantic-search/vector-search.html b/docs/perform-semantic-search/vector-search.html index b208905..4ae6ed1 100644 --- a/docs/perform-semantic-search/vector-search.html +++ b/docs/perform-semantic-search/vector-search.html @@ -7,7 +7,7 @@ - + diff --git a/docs/prepare-the-data/chunk-data.html b/docs/prepare-the-data/chunk-data.html index 7ff43d0..2510635 100644 --- a/docs/prepare-the-data/chunk-data.html +++ b/docs/prepare-the-data/chunk-data.html @@ -7,7 +7,7 @@ - + diff --git a/docs/prepare-the-data/concepts.html b/docs/prepare-the-data/concepts.html index e451d6c..54ffbef 100644 --- a/docs/prepare-the-data/concepts.html +++ b/docs/prepare-the-data/concepts.html @@ -7,7 +7,7 @@ - + diff --git a/docs/prepare-the-data/embed-data.html b/docs/prepare-the-data/embed-data.html index a5f5190..7639184 100644 --- a/docs/prepare-the-data/embed-data.html +++ b/docs/prepare-the-data/embed-data.html @@ -7,7 +7,7 @@ - + @@ -16,10 +16,11 @@

Fill in any <CODE_BLOCK_N> placeholders and run the cells under the Step 5: Generate embeddings section in the notebook to embed the chunked articles.

The answers for code blocks in this section are as follows:

CODE_BLOCK_8

-
Answer
SentenceTransformer("mixedbread-ai/mxbai-embed-large-v1")
+
Answer
SentenceTransformer("thenlper/gte-small")

CODE_BLOCK_9

Answer
embedding = embedding_model.encode(text)
return embedding.tolist()

CODE_BLOCK_10

-
Answer
for doc in split_docs:
    doc["embedding"] = get_embedding(doc["body"])
    embedded_docs.append(doc)
+
Answer
for doc in tqdm(split_docs):
    doc["embedding"] = get_embedding(doc["body"])
    embedded_docs.append(doc)
+
caution

If the embedding generation is taking too long (> 2-3 min), kill/interrupt the cell and move on to the next step with the documents that have been embedded up until that point.

\ No newline at end of file diff --git a/docs/prepare-the-data/ingest-data.html b/docs/prepare-the-data/ingest-data.html index 0519f76..91e7630 100644 --- a/docs/prepare-the-data/ingest-data.html +++ b/docs/prepare-the-data/ingest-data.html @@ -7,7 +7,7 @@ - + diff --git a/docs/prepare-the-data/load-data.html b/docs/prepare-the-data/load-data.html index c49715f..683302b 100644 --- a/docs/prepare-the-data/load-data.html +++ b/docs/prepare-the-data/load-data.html @@ -7,7 +7,7 @@ - + diff --git a/docs/rag/components-of-rag.html b/docs/rag/components-of-rag.html index 88937b0..eb5ec42 100644 --- a/docs/rag/components-of-rag.html +++ b/docs/rag/components-of-rag.html @@ -7,7 +7,7 @@ - + diff --git a/docs/rag/rag-usecases.html b/docs/rag/rag-usecases.html index 14f56fa..8f1ae85 100644 --- a/docs/rag/rag-usecases.html +++ b/docs/rag/rag-usecases.html @@ -7,7 +7,7 @@ - + diff --git a/docs/rag/what-is-rag.html b/docs/rag/what-is-rag.html index a7caa0e..7f07a47 100644 --- 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