8000 GitHub - qemqemqem/pprint_problems: Alternative to the `jq` command that's a bit optimized for LLM eval datasets in jsonl format.
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pprint_problems

Used to print entries from jsonl files, developed with LLM evals in mind.

If you find this tool useful, please consider starring the repository on GitHub!

Installation

pipx install pprint_problems

Development

This is still a work in progress. If you have any suggestions or improvements, please feel free to open an issue or a pull request, or contact the author directly.

Usage

Here are some recommended ways to use this script:

See this list of commands and more documentation:
    pprint_problems --help

1. Search for particular problems:
    pprint_problems problems.jsonl -r --search "keyword" -b

2. Load a local file:
    pprint_problems test_problems.jsonl --randomize -n 1 --parts code tests

3. Load a local file with "cat":
    cat problems.jsonl | grep "search_term" | pprint_problems -n 1 -p code

4. Load and randomize problems:
    pprint_problems -r -n 1 problems.jsonl

5. Use some arguments to only load a subset:
    pprint_problems my_problems.jsonl --n 3 --width 100 --line-numbers --randomize

6. Print out the structure:
    pprint_problems --structure test_data.jsonl

7. Print out the raw JSON:
    pprint_problems --n 1 --raw problems.jsonl

8. Manually filter problems with y/n on the keyboard:
    pprint_problems problems.jsonl --manual-filter -p code broken_diff

9. Use the most recently modified file in a directory:
    pprint_problems --dir_most_recent my_jsonl_files/ --structure

10. Graph the distribution of a particular key:
    pprint_problems mydata.jsonl --graph --parts vocab_size

11. Print stats, similarly to graphing:
    pprint_problems mydata.jsonl --stats --parts vocab_size

12. Print the structure, along with stats about the ranges of values:
    pprint_problems mydata.jsonl --structure --ranges
    
13. Print out only parts of a certain type:
    pprint_problems mydata.jsonl --types str numeric bool

Example Usage

Show the Details of Random Items

Show the problem["doc_id"] and problem["doc"]["question"] for 3 random items:

pprint_problems results/samples.jsonl -n 3 -r -p doc_id doc/question
Found 132 problems                                                               
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃                                  Problem 71                                   ┃
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛

                                     doc_id                                      
71                                                                               

                                  doc/question                                   
∀x ∃y {D(n())S(j()),~D(j())T(j())D(f(y,x))} ∃a {D(a*)}                           
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃                                  Problem 92                                   ┃
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛

                                     doc_id                                      
92                                                                               

                                  doc/question                                   
{Box(Brown())Box(Yellow())}^{Box(Yellow())}                                      
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃                                  Problem 110                                  ┃
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛

                                     doc_id                                      
110                                                                              

                                  doc/question                                   
∃a ∀x {Q(x*)P(a)} ∀x ∃b {Q(x*)R(b)}^{Q(x*)}         

Searching

Search for items with the word "marble" anywhere in them:

pprint_problems questions.jsonl -r -n 3 --search marble -p question answers/etr
Found 60 problems                                                                
After searching, found 12 problems                                               
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃                                  Problem 50                                   ┃
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛

                                    question                                     
There is a box in which there is at least a red marble, or else there is a green 
marble and there is a blue marble, but not all three marbles. Is the probability 
of the following situation 33%? There is a green marble and there is a blue      
marble.                                                                          

                                   answers/etr                                   
yes                                                                              
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃                                  Problem 15                                   ┃
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛

                                    question                                     
There is a box in which there is a grey marble and either a white marble or else 
a mauve marble, but not all three marbles are in the box. Given the preceding    
assertion, is the probability of the following situation 50%? In the box there is
a grey marble and there is a mauve marble.                                       

                                   answers/etr                                   
yes                                                                              
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃                                  Problem 52                                   ┃
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛

                                    question                                     
There is a box in which there is a grey marble, or else a white marble, or else a
mauve marble, but no more than one marble. Given the preceding assertion, is the 
probability of the following situation 0%? In the box there is a grey marble and 
there is a mauve marble.                                                         

                                   answers/etr                                   
yes                                                                              

Showing Parts by Type

Show the string and boolean parts of 1 random item:

pprint_problems datasets/etr_for_lm_eval.jsonl --types str bool -n 1 -r
Found 4 problems                                                                 
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃                                   Problem 2                                   ┃
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛

                                    question                                     
Consider the following premises:                                                 

 1 If either voidite is electrically insulating and fluxium is not plasma-like,  
   or fluxium is plasma-like, or voidite is electrically insulating and fluxium  
   is plasma-like, then fluxium is not plasma-like.                              
 2 If aurorium is electrically insulating, then either aurorium is electrically  
   insulating, or aurorium is not electrically insulating.                       

Can you conclude that fluxium is not plasma-like?                                

                   scoring_guide/classically_valid_conclusion                    
true                                                                             

               scoring_guide/question_conclusion_is_etr_conclusion               
false                                                                            

Structure

Here's an example of how to use this program to print out the structure of a dataset:

pprint_problems questions.jsonl --structure
Found 60 problems                                                                
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃                          JSON Structure (problem 0)                           ┃
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛
{                                                                                
    "question": str (215 characters)                                             
    "answers": dict (2 items)                                                    
    {                                                                            
        "etr": str (3 characters)                                                
        "classical": str (2 characters)                                          
    }                                                                            
}                                                                              

You can also show some details about the contents of the dataset with the --ranges flag:

pprint_problems questions.jsonl --ranges
Found 60 problems                                                                
┏━
5D36
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃         JSON Structure (problem 0), with Data Ranges from 60 Samples          ┃
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛
{                                                                                
    "question": str (215 characters) (60 distinct values, length: 38 to 738)     
    "answers": dict (2 items)                                                    
    {                                                                            
        "etr": str (3 characters) (10% no, 90% yes)                              
        "classical": str (2 characters) (63% no, 37% yes)                        
    }                                                                            
}                                                                                

License

This project is licensed under the terms of the MIT license.

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Alternative to the `jq` command that's a bit optimized for LLM eval datasets in jsonl format.

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