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LangChainframework~10 mins

Directory loader for bulk documents in LangChain - Step-by-Step Execution

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Concept Flow - Directory loader for bulk documents
Start
Specify directory path
Initialize DirectoryLoader
Load all files in directory
Read each document
Store documents in list
Return list of documents
End
The loader starts by specifying a folder path, then reads all files inside, loads each document, and returns them as a list.
Execution Sample
LangChain
from langchain.document_loaders import DirectoryLoader
loader = DirectoryLoader('docs')
docs = loader.load()
print(len(docs))
This code loads all documents from the 'docs' folder and prints how many documents were loaded.
Execution Table
StepActionFiles FoundDocuments LoadedOutput
1Initialize DirectoryLoader with 'docs'N/A0Loader ready
2Scan 'docs' directory3 files found0Files listed
3Read file 13 files found1Document 1 loaded
4Read file 23 files found2Document 2 loaded
5Read file 33 files found3Document 3 loaded
6Return documents list3 files found3List of 3 documents
7Print length of docs3 files found3Output: 3
💡 All files in directory processed and documents loaded
Variable Tracker
VariableStartAfter Step 2After Step 3After Step 4After Step 5Final
loaderNoneDirectoryLoader instanceDirectoryLoader instanceDirectoryLoader instanceDirectoryLoader instanceDirectoryLoader instance
files_foundNone3 files3 files3 files3 files3 files
docs[][][doc1][doc1, doc2][doc1, doc2, doc3][doc1, doc2, doc3]
Key Moments - 2 Insights
Why does the loader return a list of documents instead of a single document?
Because the directory can contain multiple files, the loader reads each file and returns all documents as a list, as shown in execution_table steps 3 to 6.
What happens if the directory is empty?
The loader finds zero files, so the documents list remains empty. The process ends quickly with an empty list, similar to step 2 but with zero files.
Visual Quiz - 3 Questions
Test your understanding
Look at the execution table, how many documents are loaded after step 4?
A2
B1
C3
D0
💡 Hint
Check the 'Documents Loaded' column at step 4 in the execution_table.
At which step does the loader finish reading all files?
AStep 3
BStep 5
CStep 6
DStep 7
💡 Hint
Look for the last 'Read file' action in the execution_table.
If the directory had 5 files instead of 3, what would change in the variable_tracker?
Aloader variable would change to 5
Bfiles_found would remain 3
Cdocs list would have 5 documents after final step
Ddocs list would be empty
💡 Hint
See how docs list grows with files_found in variable_tracker.
Concept Snapshot
DirectoryLoader loads all files from a folder.
Initialize with folder path.
Call load() to read all documents.
Returns a list of documents.
Useful for bulk document processing.
Full Transcript
This visual execution shows how DirectoryLoader from langchain works. First, you create a loader with the folder path. Then it scans the folder and finds all files. It reads each file one by one, loading documents into a list. Finally, it returns the list of all documents. The example code loads documents from a folder named 'docs' and prints how many documents were loaded. The execution table traces each step, showing files found and documents loaded. The variable tracker shows how the docs list grows as files are read. Key moments clarify why the loader returns a list and what happens if the folder is empty. The quiz tests understanding of document counts and process steps. This helps beginners see how bulk document loading works step-by-step.