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Notebook for generating evals using synthetic data (#937)

Igor Kasianenko 3 天之前
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共有 17 个文件被更改，包括 1773 次插入 和 0 次删除
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  1. 4 0
      .github/scripts/spellcheck_conf/wordlist.txt
  2. 115 0
      end-to-end-use-cases/benchmarks/evals_synthetic_data/README.md
  3. 二进制
      end-to-end-use-cases/benchmarks/evals_synthetic_data/Workflow_Diagram.png
  4. 1593 0
      end-to-end-use-cases/benchmarks/evals_synthetic_data/evals_with_synthetic_data.ipynb
  5. 4 0
      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_0.json
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      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_1.json
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      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_10.json
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      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_11.json
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      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_2.json
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      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_3.json
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      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_4.json
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      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_5.json
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      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_6.json
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      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_7.json
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      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_8.json
  16. 4 0
      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_9.json
  17. 13 0
      end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/tabular_data.csv

+ 4 - 0
.github/scripts/spellcheck_conf/wordlist.txt
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@@ -1542,3 +1542,7 @@ AppUtils
 
 ArticleSummarizer
 
 ArticleSummarizer
 
 ModelUtils
 
 ModelUtils
 
 Summarizer
 
 Summarizer
 
+AGI
 
+DeepEval
 
+SDV
 
+sklearn

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end-to-end-use-cases/benchmarks/evals_synthetic_data/README.md


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end-to-end-use-cases/benchmarks/evals_synthetic_data/Workflow_Diagram.png
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end-to-end-use-cases/benchmarks/evals_synthetic_data/evals_with_synthetic_data.ipynb


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end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_0.json


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end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_10.json


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end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_11.json


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end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_2.json


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end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_3.json


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end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_4.json


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end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_5.json


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end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_6.json


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end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_7.json


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end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_8.json


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end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/data_9.json


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end-to-end-use-cases/benchmarks/evals_synthetic_data/generated_data/tabular_data.csv
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@@ -0,0 +1,13 @@
 
+,start_date,end_date,salary,duration,student_id,high_perc,high_spec,mba_spec,second_perc,gender,degree_perc,placed,experience_years,employability_perc,mba_perc,work_experience,degree_type
 
+0,2020-01-10,,,3.0,3040587,66.62,Science,Mkt&Fin,75.01,M,75.76,True,1,85.98,58.37,True,Sci&Tech
 
+1,,2020-11-07,39320.0,,5940200,81.61,Commerce,Mkt&HR,73.03,M,67.27,True,1,91.44,65.12,False,Comm&Mgmt
 
+2,2020-02-21,2020-07-08,36408.0,3.0,13408830,62.71,Arts,Mkt&Fin,82.09,F,71.97,True,1,62.18,71.15,True,Comm&Mgmt
 
+3,2020-01-30,2020-09-29,36591.0,3.0,16186310,51.0,Commerce,Mkt&Fin,62.04,M,65.32,True,1,61.87,58.9,False,Comm&Mgmt
 
+4,2020-01-16,,33032.0,,2086931,67.04,Commerce,Mkt&Fin,53.53,M,51.08,True,1,58.65,56.32,False,Sci&Tech
 
+5,2020-07-20,,31536.0,3.0,6414765,80.3,Science,Mkt&HR,87.34,M,74.1,True,1,64.24,68.55,False,Sci&Tech
 
+6,2020-02-13,2020-11-26,32428.0,12.0,6180804,67.61,Commerce,Mkt&HR,49.94,M,72.79,True,1,86.51,69.26,False,Sci&Tech
 
+7,2020-01-02,2020-07-14,36317.0,6.0,14357765,63.09,Commerce,Mkt&Fin,86.17,M,83.25,True,1,71.89,75.9,False,Sci&Tech
 
+8,,2020-05-10,27104.0,3.0,9499396,77.42,Science,Mkt&HR,71.74,F,66.19,False,1,95.38,59.49,False,Sci&Tech
 
+9,2020-01-01,2020-04-15,,3.0,10945558,57.54,Science,Mkt&HR,57.63,F,72.51,True,1,86.4,60.99,True,Comm&Mgmt
 
+10,2020-01-01,2020-10-27,,6.0,5714925,82.43,Science,Mkt&Fin,68.14,M,76.55,True,1,95.86,67.78,False,Sci&Tech
 
+11,2020-01-01,2020-07-02,,3.0,12273151,58.25,Commerce,Mkt&Fin,65.04,M,61.35,True,1,65.73,55.15,True,Comm&Mgmt