? ????? Python? ?? I/O, Open () ??? ? ?? ( 'r', 'w', 'a', 'x', 'b', 't', '')? ??? ???. ?? (read (), readline (), readlines ()) ? ??, ?? ?? (try-excrect ??) ? BES? ???? ??? ??? ?????.
????? ??? ?? ?? ??? ??????
Python? ?? ??? ???? ??? ?? ???? ??? ??? ?????. The core functionality revolves around the open()
function, which takes the file path and a mode as arguments. ??? ??? ????? :
?? ?? :
To read a file, you typically use the open()
function with the 'r' mode (read mode) and then use methods like read()
, readline()
, or readlines()
to access the file's content.
<code class="python"># Open a file for reading try: with open("my_file.txt", "r") as file: # Read the entire file content at once contents = file.read() print(contents) # Read the file line by line file.seek(0) # Reset the file pointer to the beginning for line in file: print(line, end="") # end="" prevents extra newline # Read all lines into a list file.seek(0) lines = file.readlines() print(lines) except FileNotFoundError: print("File not found.") except Exception as e: print(f"An error occurred: {e}")</code>
This example demonstrates three ways to read: read()
reads everything at once, iterating with for line in file
reads line by line, and readlines()
reads all lines into a list. The with open(...) as file:
construct ensures the file is automatically closed even if errors occur.
?? ?? :
??? ???? 'W'(??) ??, 'A'(Append) ?? ?? 'X'(?? ??) ??? ??? ??????. The write()
method adds content to the file.
<code class="python">try: with open("my_new_file.txt", "w") as file: file.write("This is the first line.\n") file.write("This is the second line.\n") with open("my_new_file.txt", "a") as file: #Append mode file.write("This line is appended.\n") except Exception as e: print(f"An error occurred: {e}")</code>
'w'? ?? ???? ?? ??, 'a'? ?? ???? 'x'? ? ??? ???? ?? ???? ?????. Remember to include newline characters ( \n
) for proper line breaks.
?? I/O? Python?? ?? ??? ?? ?? ??? ??????
Python's open()
function supports several file access modes, each dictating how the file is handled:
- 'r' (read): Opens the file for reading. ??? ?? ?????. ??? ???? ??? ??? ?????.
- 'w' (write): Opens the file for writing. ???? ??? ? ??? ???? ???? ?? ???.
- 'x' (exclusive creation): Opens the file for writing only if it doesn't already exist. ??? ???? ??? ?????.
- 'a' (append): Opens the file for writing. ??? ???? ? ???? ??? ?????. ??? ??? ? ??? ?????.
- 'b' (binary): Used in conjunction with other modes ('rb', 'wb', 'ab', 'xb'). ?? ??? ??? ?? ?. ???? ?? ?? (???, ?? ?? ?)? ?????.
- 't' (text): Used in conjunction with other modes ('rt', 'wt', 'at', 'xt'). ??? ?? ???? ??? ??? ?????. ??? ??? ?? Newline ???? ?????.
- ' ' (update): Used with other modes ('r ', 'w ', 'a ', 'x '). ??? ?? ??? ??? ?? ?????. 'r'? ???? ?? ??, 'w'? ?? ??, 'a'? ?????.
? ??? ?? ? ? ????. For instance, "r b"
opens a file for both reading and writing in binary mode.
????? ??? ??? ? ? ??? ??? ??? ?? ? ? ???????
?? I/O ??? ?? ??, ??? ? ?? ?? ??? ?? ??? ?? ??? ??? ??? ? ????. ??? ??? ??? ???? ???????. The most common approach is using try-except
blocks:
<code class="python">try: with open("my_file.txt", "r") as file: # ... file operations ... except FileNotFoundError: print("File not found. Creating a new file...") with open("my_file.txt", "w") as file: file.write("File created.") except PermissionError: print("Permission denied. Check file permissions.") except OSError as e: print(f"An operating system error occurred: {e}") except Exception as e: #catch any other exception print(f"An unexpected error occurred: {e}")</code>
This example catches specific exceptions ( FileNotFoundError
, PermissionError
, OSError
) for more informative error handling and a generic Exception
to catch any other potential issues. ??? ????? ????? ??? ?? ?? ?????????.
????? ? ??? ????? ?? ?? ?? ??? ??????
? ??? ?? ?? ??? ??? ??? ??? ????? ?? ???? ?????. ?? ??? ??? ????.
- Iterate line by line: Avoid loading the entire file into memory at once. Iterate through the file line by line using a
for
loop as shown in the first example. ? ??? ?? ??? ??? ?? ????. - Use buffered I/O: The
io.BufferedReader
andio.BufferedWriter
classes provide buffered I/O, which significantly improves performance by reducing the number of disk accesses. - Generators: For very large files, using generators can further improve memory efficiency. ???? ?? ??? ???????? ?? ???? ??? ?? ?????.
- Chunking: Read and write the file in chunks of a specific size instead of processing it all at once. ??? ??? ???? ????? ?? ?? ????? ?????.
- Memory Mapping: For random access to large files, consider using
mmap
(memory mapping). ??? ??? ???? ????? ?? ??????? ?? ?? ??? ????? ??? ? ? ????.
<code class="python">import io import mmap #Chunking Example chunk_size = 1024 with open("large_file.txt", "r") as file: while True: chunk = file.read(chunk_size) if not chunk: break #Process the chunk #... #Memory Mapping Example with open("large_file.txt", "r b") as f: mm = mmap.mmap(f.fileno(), 0) #0 means map the entire file #Access specific parts of the file using mm[start:end] mm.close()</code>
??? ?? ??? ???? ?? ?? ????? ?? ??? ??? ?? ????. ??? ??? ??, ???? ????? ??? ? I/O? ???? ?? ????? ?????. ??? ???? ?? ??? ??? ? ?? ? ? ????. For extremely large files that exceed available RAM, consider using specialized libraries like Dask
or Vaex
that handle out-of-core computation.
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Python? Unittest ? Pytest? ??? ? ???? ??, ?? ? ??? ????? ? ?? ?? ???? ??? ??? ?????. 1. ??? ??? ?? ??? ???? ??? ??? ??? ?????. UnitTest? ??? ??? ???? ???? Test \ _? ???? ???? ?????. Pytest? ? ?????. Test \ _?? ???? ?? ? ??????. 2. ??? ?? ?? ? ?? ? ??? ??? ????. UnitTest? Assertequal, AssertTrue ? ?? ??? ???? ?? Pytest? ??? Assert ?? ???? ?? ?? ??? ???? ?????. 3. ?? ??? ?? ? ?? ????? ????? ????.

Python? ?? ?? ??? ?? ? ???? ??????. ?? ??? ?? (? : ?? ?? ??)? ?? ?? ??? ???? ?? ??? ?? ??? ??? ? ????. ?? ??, ? ??? ?? ?? ??? ???? ??? ?? ?? ??? ?? ? ??? ???? ?? ??? ??? ??????. ? ???? ?? ??? ??? ????. 1. ?? ?? ?? ??? ?? ??? ??; 2. ?? ?? ??? ?? ??? ??? ?? ???? ???? ??????. 3. ??? ??? ???? ????? ???. 4. ???? ?? ? ???? ????? ????. ??? ??? ?? ?? ??? ???? ???? ???? my_list = [] ?? my_list = none? ???? ?? ?? ?? ??? ? ??? ??? ???? ??? ????.

Python? ??, ?? ? ?? ??? ??? ??? ?? ?? ??? ? ?? ???? ??????. ??? ?? ?? ??? ?? ?? ??? ??? ?? ?? ?? ???? ???? ? ?? ? ?? ??? ????? ? ?????. 1. [x2forxinRange (10)]? ?? ?? ??? ?? ???? ?? ?? ? ? ????. 2. {x : x2forxinrange (5)}? ?? ?? ???? ? ? ??? ???? ?????. 3. [xforxinnumbersifx%2 == 0]? ?? ??? ???? ??? ????? ????? ????. 4. ??? ??? ?? ?? ?? ??? ?? 3 ? ???? ???? ?? ?? ?? ? ???. ??? ?? ?? ???? ???? ??? ?? ?? ??? ??? ??????. ??? ???? ??? ?? ? ? ????

Python? ???? ??? ????? ?? ?? ? ???? ? ?????. ??? ? ???? ????? ???? ????? ???? ?????. 1. ?? API ? ?? ???? (? : HTTP, REST, GRPC)? ???? Python? Flask ? Fastapi? ?? ??? ??? ?? API? ???? ?? ?? HTTPX? ???? ?? ?? ???? ?????. 2. ??? ??? (Kafka, Rabbitmq, Redis)? ???? ??? ??? ???? Python Services? ?? ?? ???? ?? ? ???? ???? ??? ?? ?? ?, ?? ? ? ?? ??? ?? ? ? ????. 3. ??? ???? ?? C/C? ?? ?? ?? ??? (? : Jython)? ?? ?? ??

pythonisidealfordataanalysisduetonumpyandpandas.1) numpyexcelsatnumericalcomputationsfast, multi-dimensionalArraysandectorizedOferationsLikenp.sqrt ()

?? ????? (DP)? ??? ??? ? ??? ?? ??? ??? ??? ? ??? ??? ?? ??? ???? ??? ????? ??????. ? ?? ?? ??? ????. 1. ??? (??) : ??? ?? ??? ???? ??? ???? ?? ??? ??????. 2. ??? (?) : ?? ???? ???? ????? ?????. ???? ???, ?? ?? ?? ?? ??/?? ?, ??? ??? ?? ?? ?? ??? ??? ????? ?????. ?????? ????? ?? ???? ?? ??? ? ???, ?? ??? ???? ?? ?? ??? ???? ??? ???? ????? ???? ???????.

??? ?? ???? ????? ????? __iter_ ? __next__ ???? ???????. ① __iter__ ???? ??? ? ?? ??? ???? ??? ?? ?? ??? ?????. ② __next__ ???? ? ??? ?? ????, ?? ??? ??? ????, ? ?? ??? ??? stopiteration ??? ??????. status ??? ???? ??????? ?? ??? ??? ?? ?? ??? ???????. pile ?? ?? ???? ?? ??? ?? ? ??? ?? ? ??? ?????? ?????. simple ??? ??? ?? ?? ??? ?? ???? ???? ?? ??? ? ??? ?? ????? ???? ??? ??? ???????.

Python? ?? ???? ?? ???, ?? ?? ????, ?? ???? ?? ? AI/ML ??? ???? ??? ?????. ??, Cpython? ???? ????? ?? ??, ?? ?? ??? ? ?? ? ?? ??? ?? ??? ??????. ??, ??? ????? ?? ?? ? ?? ??? ????? ?? ?? ? ? ??? ?? ?????. ??, Pyscript ? Nuitka? ?? ?? ???? ??? ??? ?? ??? ?????. ?????, AI ? ??? ?? ??? ?? ???? ??? ?? ???????? ???? ?? ? ??? ?????. ??? ??? Python? ??? ??? ????? ???? ?? ??? ???? ??? ?????.
