Spaces:
Sleeping
Sleeping
Enhance combine_all_sources function with robust source processing and logging
Browse files
data/scraping_scripts/process_md_files.py
CHANGED
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@@ -136,7 +136,7 @@ SOURCE_CONFIGS = {
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},
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"8-hour_primer": {
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"base_url": "",
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"input_directory": "data/8-hour_primer",
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"output_file": "data/8-hour_primer_data.jsonl", # 8-hour Generative AI Primer
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"source_name": "8-hour_primer",
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"use_include_list": False,
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@@ -148,7 +148,7 @@ SOURCE_CONFIGS = {
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},
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"llm_developer": {
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"base_url": "",
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"input_directory": "data/llm_developer",
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"output_file": "data/llm_developer_data.jsonl", # From Beginner to Advanced LLM Developer
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"source_name": "llm_developer",
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"use_include_list": False,
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@@ -160,7 +160,7 @@ SOURCE_CONFIGS = {
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},
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"python_primer": {
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"base_url": "",
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"input_directory": "data/python_primer",
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"output_file": "data/python_primer_data.jsonl", # From Beginner to Advanced LLM Developer
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"source_name": "python_primer",
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"use_include_list": False,
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@@ -272,21 +272,62 @@ def save_jsonl(data: List[Dict], output_file: str) -> None:
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def combine_all_sources(sources: List[str]) -> None:
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all_data = []
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output_file = "data/all_sources_data.jsonl"
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for source in sources:
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if source not in SOURCE_CONFIGS:
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logger.error(f"Unknown source '{source}'. Skipping.")
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continue
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input_file = SOURCE_CONFIGS[source]["output_file"]
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logger.info(f"Processing source: {source}")
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logger.info(f"Total documents combined: {len(all_data)}")
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save_jsonl(all_data, output_file)
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logger.info(f"Combined data saved to {output_file}")
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},
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"8-hour_primer": {
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"base_url": "",
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"input_directory": "data/8-hour_primer", # Path to the directory that contains the Markdown files
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"output_file": "data/8-hour_primer_data.jsonl", # 8-hour Generative AI Primer
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"source_name": "8-hour_primer",
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"use_include_list": False,
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},
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"llm_developer": {
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"base_url": "",
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"input_directory": "data/llm_developer", # Path to the directory that contains the Markdown files
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"output_file": "data/llm_developer_data.jsonl", # From Beginner to Advanced LLM Developer
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"source_name": "llm_developer",
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"use_include_list": False,
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},
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"python_primer": {
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"base_url": "",
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"input_directory": "data/python_primer", # Path to the directory that contains the Markdown files
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"output_file": "data/python_primer_data.jsonl", # From Beginner to Advanced LLM Developer
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"source_name": "python_primer",
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"use_include_list": False,
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def combine_all_sources(sources: List[str]) -> None:
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"""
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Combine JSONL files from multiple sources, preserving existing sources not being processed.
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For example, if sources = ['transformers'], this will:
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1. Load data from transformers_data.jsonl
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2. Load data from all other source JSONL files that exist (course files, etc.)
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3. Combine them all into all_sources_data.jsonl
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"""
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all_data = []
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output_file = "data/all_sources_data.jsonl"
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# Track which sources we're processing
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processed_sources = set()
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# First, add data from sources we're explicitly processing
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for source in sources:
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if source not in SOURCE_CONFIGS:
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logger.error(f"Unknown source '{source}'. Skipping.")
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continue
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processed_sources.add(source)
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input_file = SOURCE_CONFIGS[source]["output_file"]
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logger.info(f"Processing updated source: {source} from {input_file}")
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try:
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source_data = []
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with open(input_file, "r", encoding="utf-8") as f:
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for line in f:
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source_data.append(json.loads(line))
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logger.info(f"Added {len(source_data)} documents from {source}")
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all_data.extend(source_data)
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except Exception as e:
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logger.error(f"Error loading {input_file}: {e}")
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# Now add data from all other sources not being processed
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for source_name, config in SOURCE_CONFIGS.items():
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# Skip sources we already processed
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if source_name in processed_sources:
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continue
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# Try to load the individual source file
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source_file = config["output_file"]
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if os.path.exists(source_file):
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logger.info(f"Preserving existing source: {source_name} from {source_file}")
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try:
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source_data = []
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with open(source_file, "r", encoding="utf-8") as f:
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for line in f:
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source_data.append(json.loads(line))
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logger.info(f"Preserved {len(source_data)} documents from {source_name}")
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all_data.extend(source_data)
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except Exception as e:
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logger.error(f"Error loading {source_file}: {e}")
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logger.info(f"Total documents combined: {len(all_data)}")
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save_jsonl(all_data, output_file)
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logger.info(f"Combined data saved to {output_file}")
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