<@ULVA73B9P> when using prefect-shell and shellope...
# ask-marvin
r
@Marvin when using prefect-shell and shelloperation how do I separate stderr from stdout
m
thought for 22.7 seconds
Based on the GitHub issues and documentation, here's how you can handle stdout and stderr separately when using ShellOperation in prefect-shell: 1. You can use the
open_kwargs
parameter to control how stdout and stderr are handled. Here's an example:
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python
from prefect_shell import ShellOperation
from subprocess import PIPE

with ShellOperation(
    commands=["your_command_here"],
    open_kwargs={
        "stdout": PIPE,
        "stderr": PIPE
    }
) as shell_op:
    process = shell_op.trigger()
    process.wait_for_completion()
    
    # Get stdout and stderr separately
    stdout = process.fetch_result()  # Gets stdout
    stderr = process.fetch_stderr()  # Gets stderr
A few important notes: 1. If you want to disable logging of the output but still capture it, you can set
stream_output=False
. In older versions this would send output to DEVNULL, but this behavior was changed to make it more flexible. 2. For handling large outputs that might cause logging issues, you can: - Set
stream_output=False
to prevent logging - Still capture the output using the PIPE approach above - Process the output as needed without flooding the logs 3. If you're dealing with specific encoding requirements, you can specify them in the `open_kwargs`:
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python
with ShellOperation(
    commands=["your_command_here"],
    open_kwargs={
        "stdout": PIPE,
        "stderr": PIPE,
        "encoding": "utf-8"  # or your required encoding
    }
) as shell_op:
    # ... rest of the code
This approach gives you full control over how the command output streams are handled while still maintaining the benefits of Prefect's task management and logging system.
r
@Marvin does PIPE come from subprocess?
m
thought for 4.7 seconds
Yes, exactly. You need to import PIPE from the
subprocess
module. Here's the correct import and usage:
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python
from subprocess import PIPE
from prefect_shell import ShellOperation

with ShellOperation(
    commands=["your_command_here"],
    open_kwargs={
        "stdout": PIPE,
        "stderr": PIPE
    }
) as shell_op:
    process = shell_op.trigger()
    process.wait_for_completion()
    stdout = process.fetch_result()
    stderr = process.fetch_stderr()
The
PIPE
constant is a special value from the
subprocess
module that tells the operating system to create a pipe between the parent and child processes. It's commonly used for capturing output from subprocesses, which is exactly what we're doing with ShellOperation here. If you're using other subprocess-related features, you might also see it imported as part of a larger import statement like
from subprocess import Popen, PIPE, STDOUT
, but for this specific use case, just importing
PIPE
is sufficient.
r
@Marvin can you give me an example using a bash command that has both stdout and stderr so I can test
m
thought for 5.9 seconds
Here's a practical example that will generate both stdout and stderr output using a combination of
echo
and an intentional error:
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python
from subprocess import PIPE
from prefect_shell import ShellOperation

# This command will:
# 1. Echo "Hello" to stdout
# 2. Try to cat a non-existent file (generating stderr)
# 3. Echo "Goodbye" to stdout
command = """
echo "Hello from stdout"
cat nonexistent_file.txt
echo "Goodbye from stdout"
"""

with ShellOperation(
    commands=[command],
    open_kwargs={
        "stdout": PIPE,
        "stderr": PIPE
    }
) as shell_op:
    process = shell_op.trigger()
    process.wait_for_completion()
    stdout = process.fetch_result()
    stderr = process.fetch_stderr()
    
    print("STDOUT:")
    print(stdout)
    print("\nSTDERR:")
    print(stderr)
When you run this, you should see: - "Hello from stdout" and "Goodbye from stdout" in the stdout - An error message about the nonexistent file in stderr The output will look something like:
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STDOUT:
Hello from stdout
Goodbye from stdout

STDERR:
cat: nonexistent_file.txt: No such file or directory
This example clearly demonstrates the separation of the two streams. The error message from the failed
cat
command goes to stderr, while the successful
echo
commands go to stdout.
r
@Marvin I get this error: AttributeError: 'ShellProcess' object has no attribute 'fetch_stderr'
m
thought for 20.9 seconds
I apologize for my previous incorrect response. Looking at the prefect-shell source code more carefully, it appears I made a mistake. The
ShellProcess
class doesn't have a separate method for fetching stderr. Instead, here's the correct way to capture both stdout and stderr:
Copy code
python
from subprocess import PIPE, STDOUT
from prefect_shell import ShellOperation

# Command that will generate both stdout and stderr
command = """
echo "Hello from stdout"
cat nonexistent_file.txt
echo "Goodbye from stdout"
"""

# Method 1: Combine stderr with stdout
with ShellOperation(
    commands=[command],
    open_kwargs={
        "stdout": PIPE,
        "stderr": STDOUT  # This redirects stderr to stdout
    }
) as shell_op:
    process = shell_op.trigger()
    process.wait_for_completion()
    output = process.fetch_result()
    print("Combined output:")
    print(output)

# Method 2: Capture stderr separately using a temporary file
import tempfile

with tempfile.NamedTemporaryFile(mode='w+') as stderr_file:
    with ShellOperation(
        commands=[command],
        open_kwargs={
            "stdout": PIPE,
            "stderr": stderr_file.fileno()  # Write stderr to temp file
        }
    ) as shell_op:
        process = shell_op.trigger()
        process.wait_for_completion()
        stdout = process.fetch_result()
        
        # Get stderr from the temp file
        stderr_file.seek(0)
        stderr = stderr_file.read()
        
        print("STDOUT:")
        print(stdout)
        print("\nSTDERR:")
        print(stderr)
I apologize for my earlier confusion about
fetch_stderr()
. The second method using a temporary file is a bit more complex but allows you to properly separate the streams. If you just want to capture both outputs together, the first method using
stderr=STDOUT
is simpler. Note that if the command fails, ShellOperation will raise a RuntimeError that includes the stderr content in the error message.