Synth gen

dvc.lock

@@ -10,8 +10,8 @@ stages:
     outs:
     - path: data/eidc_metadata.json
       hash: md5
-      md5: ecfc40751072949b1bde0f46afd8c052
-      size: 12283698
+      md5: 413f59888bf033c30cc27b84b1a3f40b
+      size: 12313041
   prepare:
     cmd: python scripts/extract_metadata.py data/eidc_metadata.json data/extracted_metadata.json
     deps:
@@ -33,140 +33,150 @@ stages:
     deps:
     - path: data/eidc_metadata.json
       hash: md5
-      md5: ecfc40751072949b1bde0f46afd8c052
-      size: 12283698
+      md5: 413f59888bf033c30cc27b84b1a3f40b
+      size: 12313041
     - path: scripts/extract_metadata.py
       hash: md5
       md5: e66f21369c5106eaaad4476612c6fb5e
       size: 1313
     outs:
     - path: data/extracted_metadata.json
       hash: md5
-      md5: e93397da0980be79f6b94abcc015c4c5
-      size: 4619699
+      md5: 226225c5bd64e15d803ba88560810c5a
+      size: 4629991
   chunk-data:
     cmd: python scripts/chunk_data.py  -o data/chunked_data.json  -c 250  -ol 75  data/extracted_metadata.json  data/supporting-docs.json  -m
       0
     deps:
     - path: data/extracted_metadata.json
       hash: md5
-      md5: e93397da0980be79f6b94abcc015c4c5
-      size: 4619699
+      md5: 226225c5bd64e15d803ba88560810c5a
+      size: 4629991
     - path: data/supporting-docs.json
       hash: md5
-      md5: a485ad0d5e7a171be5e94b60abb433c7
-      size: 72412236
+      md5: e2581aff9abe25942e8009214b88d0a5
+      size: 72680213
     - path: scripts/chunk_data.py
       hash: md5
       md5: 3ad449140b03e1c2904b22a5b401a12e
       size: 2705
     outs:
     - path: data/chunked_data.json
       hash: md5
-      md5: 718b9388c586a467f4ea4d74adc53e7b
-      size: 176416449
+      md5: 9893d839409c8cf4561e99ab5f747f20
+      size: 177068127
   create-embeddings:
     cmd: python scripts/create_embeddings.py data/chunked_data.json data/embeddings.json
       -m all-MiniLM-L6-v2
     deps:
     - path: data/chunked_data.json
       hash: md5
-      md5: 718b9388c586a467f4ea4d74adc53e7b
-      size: 176416449
+      md5: 9893d839409c8cf4561e99ab5f747f20
+      size: 177068127
     - path: scripts/create_embeddings.py
       hash: md5
       md5: b0d8f7cb90f244e709656b1f38723e2d
       size: 1552
     outs:
     - path: data/embeddings.json
       hash: md5
-      md5: 9833122c7b5039cb8b73b5aaf4fad9a0
-      size: 3741355109
+      md5: 5c8ca3cdde4d5bc559fa2e701ff090a8
+      size: 3754990368
   upload-to-docstore:
     cmd: python scripts/upload_to_docstore.py  data/embeddings.json  -o data/chroma-data  -em
       all-MiniLM-L6-v2  -c eidc-data
     deps:
     - path: data/embeddings.json
       hash: md5
-      md5: 9833122c7b5039cb8b73b5aaf4fad9a0
-      size: 3741355109
+      md5: 5c8ca3cdde4d5bc559fa2e701ff090a8
+      size: 3754990368
     - path: scripts/upload_to_docstore.py
       hash: md5
       md5: 930456cedd43723c1d643ad90c146952
       size: 2793
     outs:
     - path: data/chroma-data
       hash: md5
-      md5: 7050f2ade36567a1ed868e12ce507d8d.dir
-      size: 1815190012
+      md5: c06796220fbfe9db3b08b8439edf87b4.dir
+      size: 3081399131
       nfiles: 6
   run-rag-pipeline:
     cmd: python scripts/run_rag_pipeline.py  -i data/eidc_rag_testset.csv  -o data/evaluation_data.csv  -ds
       data/chroma-data  -c eidc-data  -m llama3.1  -p data/pipeline.yml
     deps:
     - path: data/chroma-data
       hash: md5
-      md5: 7050f2ade36567a1ed868e12ce507d8d.dir
-      size: 1815190012
+      md5: c06796220fbfe9db3b08b8439edf87b4.dir
+      size: 3081399131
       nfiles: 6
     - path: data/eidc_rag_testset.csv
       hash: md5
-      md5: f301e759e74ce5e71b50e04993ec8c88
-      size: 144597
+      md5: 90d23c9bfcaddf9f152109a7b51e3151
+      size: 149155
     - path: scripts/run_rag_pipeline.py
       hash: md5
-      md5: 2d6dc886728d4bd46676ecd1882f1fd1
-      size: 5838
+      md5: 35eb5f65605242094a1581b92e9b2ef4
+      size: 5862
     outs:
     - path: data/evaluation_data.csv
       hash: md5
-      md5: 77ba66c4b4afde504b2c5cee0463f13a
-      size: 253092
+      md5: 1b5f226c52d70bda7e2551d7778c1e89
+      size: 385945
     - path: data/pipeline.yml
       hash: md5
-      md5: 8e3c4e49d4d97f613e83468d010a96e9
-      size: 3440
+      md5: 70385a724cdf687c287596b8360e1448
+      size: 3334
   generate-testset:
-    cmd: head -n 101 data/synthetic-datasets/eidc_rag_test_set.csv > data/eidc_rag_testset.csv
+    cmd: python scripts/generate_synthetic_testset.py data/extracted_metadata.json
+      data/eidc_rag_testset.csv 200
+    deps:
+    - path: data/extracted_metadata.json
+      hash: md5
+      md5: 226225c5bd64e15d803ba88560810c5a
+      size: 4629991
+    - path: scripts/generate_synthetic_testset.py
+      hash: md5
+      md5: fdac8b2f28de8f3b4e5025ca47bb94ca
+      size: 2175
     outs:
     - path: data/eidc_rag_testset.csv
       hash: md5
-      md5: f301e759e74ce5e71b50e04993ec8c88
-      size: 144597
+      md5: 90d23c9bfcaddf9f152109a7b51e3151
+      size: 149155
   fetch-supporting-docs:
     cmd: python scripts/fetch_supporting_docs.py data/eidc_metadata.json data/supporting-docs.json
     deps:
     - path: data/eidc_metadata.json
       hash: md5
-      md5: ecfc40751072949b1bde0f46afd8c052
-      size: 12283698
+      md5: 413f59888bf033c30cc27b84b1a3f40b
+      size: 12313041
     - path: scripts/fetch_supporting_docs.py
       hash: md5
       md5: 02b94a2cc7bff711784cbdec3650b618
       size: 1718
     outs:
     - path: data/supporting-docs.json
       hash: md5
-      md5: a485ad0d5e7a171be5e94b60abb433c7
-      size: 72412236
+      md5: e2581aff9abe25942e8009214b88d0a5
+      size: 72680213
   evaluate:
     cmd: python scripts/evaluate.py data/evaluation_data.csv -m data/metrics.json
       -img data/eval.png
     deps:
     - path: data/evaluation_data.csv
       hash: md5
-      md5: 77ba66c4b4afde504b2c5cee0463f13a
-      size: 253092
+      md5: 1b5f226c52d70bda7e2551d7778c1e89
+      size: 385945
     - path: scripts/evaluate.py
       hash: md5
       md5: 4154acf8e74c1d8bcd0b0da72af038e0
       size: 2728
     outs:
     - path: data/eval.png
       hash: md5
-      md5: 03bcb249c6da9d4f98560b22c0fe7667
-      size: 83635
+      md5: 3308b984c5168a996805443d25697026
+      size: 83001
     - path: data/metrics.json
       hash: md5
-      md5: 1508479652b76271f9d8c6b5b155d48f
-      size: 286
+      md5: 709909482614d6cb47c160506088f53e
+      size: 287

dvc.yaml

@@ -56,7 +56,10 @@ stages:
     outs:
     - ${files.doc-store}
   generate-testset:
-    cmd: head -n ${test-set-size} data/synthetic-datasets/eidc_rag_test_set.csv > ${files.test-set}
+    cmd: python scripts/generate_synthetic_testset.py ${files.extracted} ${files.test-set} ${test-set-size}
+    deps: 
+    - ${files.extracted}
+    - scripts/generate_synthetic_testset.py
     outs: 
     - ${files.test-set}
   run-rag-pipeline: