donfu commited on
Commit
1283c69
1 Parent(s): 7f84d9c

Add trim and combine script

Browse files
Files changed (2) hide show
  1. combine.py +32 -0
  2. stackexchange.parquet +3 -0
combine.py ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python3
2
+ # Combine (and shorten) parquet files into a single file
3
+
4
+ import os, glob, sys, re
5
+ import pandas as pd
6
+ from merge_parquets import merge_parquet_dir
7
+
8
+ MAX_LENGTH = 1000 # max length of question or answer
9
+
10
+ for file in glob.glob("full/*.parquet"):
11
+ df = pd.read_parquet(file)
12
+ before = len(df)
13
+ df = df[df["INSTRUCTION"].str.len() < MAX_LENGTH]
14
+ df = df[df["RESPONSE"].str.len() < MAX_LENGTH]
15
+ df["METADATA"] = df["METADATA"].apply(
16
+ lambda meta: {
17
+ "tags": meta["tags"],
18
+ "answer_score": int(meta["answer_score"])
19
+ if "answer_score" in meta and meta["answer_score"]
20
+ else 0,
21
+ "question_score": int(meta["question_score"])
22
+ if "question_score" in meta and meta["question_score"]
23
+ else 0,
24
+ }
25
+ )
26
+ df.to_parquet(file)
27
+ after = len(df)
28
+ print(
29
+ f"Shortened {file} from {before} to {after} rows ({100 * after / before:.2f})"
30
+ )
31
+
32
+ merge_parquet_dir("full", "stackexchange.parquet")
stackexchange.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:145bf165604c0a58bfc16688c90e898bedaeb4878afbb60361bcc3cc579405ae
3
+ size 3713863154