Upload generate_triplets.py

generate_triplets.py

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+import json
+import itertools
+from datasets import load_dataset, load_from_disk, Dataset
+import re
+from tqdm import tqdm
+import sys
+
+def clean_markdown(text):
+    text = re.sub(r'<.*?>','',text)
+    text = re.sub(r'\n+','',text)
+    text = text.replace('#','')
+    return text
+
+
+def parse_data(ds):
+    """Parse data into markdown-code pairs"""
+   
+    for notebook in tqdm(ds):
+        
+        types = notebook["cell_types"]
+        cells = notebook["cells"]
+        
+        if len(types)>0:
+            if types[0] == "code":
+                # drop first cell of code to have the notebook start with markdown
+                cells = cells[1:]
+                types = types[1:]
+            #else:
+                # drop first the two cells of markdown followed by code
+                # the first markown cell of a notebook is often a long description of the whole notebook
+            #    cells = notebooks["cells"][2:]
+            #    types = notebooks["types"][2:]
+            if len(types)>0:
+                if types[-1] == 'markdown':
+                    cells = cells[:-1]
+                    types = types[:-1]
+
+                if len(cells) % 2 == 0:
+                    inner_markdowns = [cells[j] for j in range(len(cells)) if j % 2 == 0]
+                    inner_code_snippets = [cells[j+1] for j in range(len(cells) - 1) if j % 2 == 0]
+
+
+                    for markdown_block, code_snippet in zip(inner_markdowns,inner_code_snippets):
+                        markdown_block = ' '.join([clean_markdown(block[0]) for block in markdown_block])
+                        code = '\n'.join([snippet[0] for snippet in code_snippet])
+                        output = [snippet[1] for snippet in code_snippet][-1]
+
+                        line = {'markdown':markdown_block,
+                                'code':code,
+                                'output':output,
+                                'license':notebook['max_issues_repo_licenses'][0],
+                                'path':notebook['max_stars_repo_path'],
+                                'repo_name':notebook['max_stars_repo_name'],
+                                }
+                        yield line
+
+                        
+if __name__ == "__main__":
+    file = sys.argv[1]
+    
+    dataset = load_dataset("bigcode/jupyter-parsed")
+    with open(file,'w') as out:
+        for line in parse_data(data):
+            out.write(json.dumps(line)+'\n')
+
+    dataset = load_dataset('json',ata_files=file)
+    
+    dataset.push_to_hub("bigcode/jupyter-code-text-pairs")