diff --git a/examples/training-artifacts/101/ch5/embedder_rrf_rag/.vespaignore b/examples/training-artifacts/101/ch5/embedder_rrf_rag/.vespaignore new file mode 100644 index 000000000..8c403c052 --- /dev/null +++ b/examples/training-artifacts/101/ch5/embedder_rrf_rag/.vespaignore @@ -0,0 +1,6 @@ +# This file excludes unnecessary files from the application package. See +# https://docs.vespa.ai/en/reference/vespaignore.html for more information. +.DS_Store +.gitignore +README.md +ext/ diff --git a/examples/training-artifacts/101/ch5/embedder_rrf_rag/ext/vespa_feed-1K_no_embeddings.jsonl b/examples/training-artifacts/101/ch5/embedder_rrf_rag/ext/vespa_feed-1K_no_embeddings.jsonl new file mode 100644 index 000000000..d4f5ee0d1 --- /dev/null +++ b/examples/training-artifacts/101/ch5/embedder_rrf_rag/ext/vespa_feed-1K_no_embeddings.jsonl @@ -0,0 +1,1000 @@ +{"put": "id:product:product::Amazon_Fashion987231", "fields": {"id": 987231, "title": "CENTER Rabbit Party Hats Christmas Hats for Adults Bunny Hat Rabbit Ears Mobile Jumping Cap Fun Hat", "category": "Amazon_Fashion", "description": "", "price": 3100, "average_rating": 4.5}} +{"put": "id:product:product::Amazon_Fashion79954", "fields": {"id": 79954, "title": "Sterling Silver Celtic Knot Stud Earrings", "category": "Amazon_Fashion", "description": "", "price": 6000, "average_rating": 5.0}} +{"put": "id:product:product::Arts_Crafts_and_Sewing567130", "fields": {"id": 567130, "title": "3mm Prong Lacing Stitching Punch, 1/2/4/6 Leather Punch Tool Set, Large Eye Stitching Needles Hand Sewing Needles, Leather Stitching Punch Black Steel Chisel Leather Craft Tools Kit\uff08Black/3mm)", "category": "Arts_Crafts_and_Sewing", "description": "", "price": 2800, "average_rating": 4.5}} +{"put": "id:product:product::CDs_and_Vinyl500891", "fields": {"id": 500891, "title": "The Sound Of Victory", "category": "CDs_and_Vinyl", "description": "Audio CD", "price": 1199, "average_rating": 4.6}} +{"put": "id:product:product::Arts_Crafts_and_Sewing55399", "fields": {"id": 55399, "title": "Pack of 10 5x7 3/16\" White Self Adhesive Foam Core Backings", "category": "Arts_Crafts_and_Sewing", "description": "", "price": 750, "average_rating": 3.9}} +{"put": "id:product:product::Arts_Crafts_and_Sewing135049", "fields": {"id": 135049, "title": "Disc Cutter with 5 PC Punch 1/2\" to 1\" Jewelers Set Round Cutting Jewelry Metal", "category": "Arts_Crafts_and_Sewing", "description": "", "price": 2800, "average_rating": 4.0}} +{"put": "id:product:product::Books733378", "fields": {"id": 733378, "title": "Waking Up Dead: A Mystery", "category": "Books", "description": " A ", "price": 0, "average_rating": 3.7}} +{"put": "id:product:product::Books732057", "fields": {"id": 732057, "title": "Language Unlimited: The Science Behind Our Most Creative Power", "category": "Books", "description": " Adger's the I ... 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+{"put": "id:product:product::Pet_Supplies189053", "fields": {"id": 189053, "title": "MiMu Cast Iron Lawn No Dog Pooping Sign with Stake - Painted Yard No Dog Poop Sign Metal 1-Pack with Text - No Dumping", "category": "Pet_Supplies", "description": "Unoffensively Make a Point Perfect Size Built to Last Effective Awareness Install Anywhere", "price": 1199, "average_rating": 4.4}} +{"put": "id:product:product::Books47977", "fields": {"id": 47977, "title": "My Diwali Light", "category": "Books", "description": " A ", "price": 1477, "average_rating": 4.7}} +{"put": "id:product:product::Arts_Crafts_and_Sewing600785", "fields": {"id": 600785, "title": "OZ 41642 Mungyo Pigmentati on Extra-Fine Creamy Texture Cover 70 mm Diameter 11 mm Pack of 24 Pink", "category": "Arts_Crafts_and_Sewing", "description": "", "price": 680, "average_rating": 4.8}} +{"put": "id:product:product::Arts_Crafts_and_Sewing67400", "fields": {"id": 67400, "title": "RENGTIN Fayear Heart-Shaped Paper Mache Boxes for 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0.0003041496966034174, -0.013868129812180996, 0.019186925143003464, 0.012566504068672657, -0.021956535056233406, 0.022478286176919937, -0.013959426432847977, 0.011458453722298145, -0.015075542032718658, -0.015454597771167755, -0.02492937631905079, 0.03184414282441139, 0.005038146860897541, 0.03293119743466377, 0.00962645374238491, 0.008445682004094124, 0.05854005366563797, 0.05876512452960014, 0.05177081376314163, -0.07067439705133438, -0.04049496725201607, -0.07568228244781494, -0.024374980479478836]}} + +# remove the "embedding" field from each line +with open(INPUT_FILE, "r") as input_file: + with open(OUTPUT_FILE, "w") as output_file: + for line in input_file: + line_dict = json.loads(line) + del line_dict["fields"]["embedding"] + output_file.write(json.dumps(line_dict) + "\n") diff --git a/examples/training-artifacts/101/ch5/embedder_rrf_rag/schemas/product.sd b/examples/training-artifacts/101/ch5/embedder_rrf_rag/schemas/product.sd new file mode 100644 index 000000000..590915c60 --- /dev/null +++ b/examples/training-artifacts/101/ch5/embedder_rrf_rag/schemas/product.sd @@ -0,0 +1,78 @@ +schema product { + + document product { + + field id type int { + indexing: attribute | summary + } + + field title type string { + indexing: index | summary + index: enable-bm25 + } + + field description type string { + indexing: index | summary + index: enable-bm25 + } + + field category type string { + indexing: attribute | summary + attribute: fast-search + match: word + rank: filter + } + + field price type int { + indexing: attribute | summary + } + + field average_rating type float { + indexing: attribute | summary + } + + } + + # TODO define your "embedding" field here, because it will be "artificially" + # generated from existing fields + + fieldset default { + fields: title, description + } + + # semantic search rank profile. Refer to it in your query by adding: + # "ranking.profile": "closeness" + rank-profile closeness { + inputs { + query(q_embedding) tensor(x[384]) + } + first-phase { + expression: closeness(field, embedding) + } + } + + # TODO hybrid search rank profile + # make sure to refer to it in the query + # + # rank-profile rrf inherits closeness { + # function best_bm25() { + # expression: max(bm25(title), bm25(description)) + # } + # global-phase { + # # TODO: you have a closeness() function inherited and a best_bm25() function defined here + # # now define the reciprocal rank fusion expression + # rerank-count: 200 + # } + # } + + document-summary minimal { + summary id {} + } + + document-summary medium { + summary id {} + summary title {} + summary description {} + } + +} diff --git a/examples/training-artifacts/101/ch5/embedder_rrf_rag/services.xml b/examples/training-artifacts/101/ch5/embedder_rrf_rag/services.xml new file mode 100644 index 000000000..14897d8f3 --- /dev/null +++ b/examples/training-artifacts/101/ch5/embedder_rrf_rag/services.xml @@ -0,0 +1,70 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 2 + + + + + + + + + diff --git a/examples/training-artifacts/101/ch5/queries.http b/examples/training-artifacts/101/ch5/queries.http new file mode 100644 index 000000000..af80dbb05 --- /dev/null +++ b/examples/training-artifacts/101/ch5/queries.http @@ -0,0 +1,47 @@ +### did we successfully feed? +curl -H "Content-Type:application/json" https://e6384e36.c4ba1d52.z.vespa-app.cloud/search/ -d '{ + "yql": "select * from product where true", + "presentation.summary": "medium" +}' + +### ANN +curl -H "Content-Type:application/json" https://e6384e36.c4ba1d52.z.vespa-app.cloud/search/ -d '{ + "yql": "select * from product where ({targetHits:100}nearestNeighbor(embedding,q_embedding))", + "ranking.profile": "closeness", + "presentation.summary": "medium", + "query_text": "Mini Stencil", + "input.query(q_embedding)": "embed(@query_text)" +}' + + +### RRF +curl -H "Content-Type:application/json" https://e6384e36.c4ba1d52.z.vespa-app.cloud/search/ -d '{ + "yql": "select * from product where title contains @query_text OR ({targetHits:100}nearestNeighbor(embedding,q_embedding))", + "ranking.profile": "rrf", + "presentation.summary": "medium", + "query_text": "Mini Stencil", + "input.query(q_embedding)": "embed(@query_text)" +}' + +### OpenAI command +vespa query \ + --timeout 60 \ + --header="X-LLM-API-KEY:insert-api-key-here" \ + query="what kind of mini stencils do you have for sale?" \ + hits=5 \ + searchChain=openai \ + format=sse \ + traceLevel=1 + +### OpenAI HTTP command. The response comes back as a stream +curl -H "Content-Type:application/json" -H "X-LLM-API-KEY:insert-api-key-here" https://e6384e36.c4ba1d52.z.vespa-app.cloud/search/ -d '{ + "yql": "select * from product where title contains @query_text OR ({targetHits:100}nearestNeighbor(embedding,q_embedding))", + "ranking.profile": "rrf", + "presentation.summary": "medium", + "query_text": "Mini Stencil", + "input.query(q_embedding)": "embed(@query_text)", + "query": "what kind of mini stencils do you have for sale?", + "searchChain": "openai", + "format": "sse", + "traceLevel": 0 +}' \ No newline at end of file