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Improve SeBS documentation #244

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@mcopik mcopik commented Mar 10, 2025

We have the basic template for Sphinx.

Remaining tasks:

  • Extend docstrings for existing classes
  • Update tutorial
  • Add changelog
  • Documentation for each benchmark
  • Template for new function
  • Document resource ID and resources allocated

Summary by CodeRabbit

  • Documentation

    • Added comprehensive docstrings and type annotations across all modules, classes, and methods, significantly improving code clarity and maintainability.
    • Introduced new and expanded documentation files for API references and project structure, including Sphinx configuration and Read the Docs support.
    • Enhanced user and developer guides, usage examples, and detailed explanations for configuration, storage, experiments, and cloud integrations.
    • Improved inline comments and logging descriptions for better usability and understanding.
  • Style

    • Standardized naming conventions and improved variable naming for readability.
    • Refined argument parsing and error messages for clarity.
  • Chores

    • Added configuration files for documentation builds and environment setup.

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coderabbitai bot commented Mar 10, 2025

Walkthrough

This update introduces comprehensive documentation, type annotations, and docstrings throughout the codebase for the Serverless Benchmarking Suite (SeBS). It covers all modules, classes, and methods, clarifying their purpose, parameters, return types, and error handling. Additionally, Sphinx documentation infrastructure is added, including configuration files and structured API references.

Changes

File(s) Change Summary
docs/source/*, docs/Makefile, .readthedocs.yaml, requirements.docs.txt Added Sphinx documentation structure, configuration, and build files for generating project documentation.
sebs/aws/*, sebs/azure/*, sebs/gcp/*, sebs/openwhisk/*, sebs/local/*, sebs/storage/*, sebs/faas/*, sebs/experiments/*, sebs/benchmark.py, sebs/cache.py, sebs/config.py, sebs/sebs.py, sebs/statistics.py, sebs/types.py, sebs/utils.py, sebs/regression.py Added or expanded module-level, class-level, and method-level docstrings; introduced or refined type annotations for clarity and static analysis; improved documentation of arguments, return values, exceptions, and usage examples throughout all core modules.
sebs/faas/storage.py Added return type annotation to clean_bucket and improved variable naming in benchmark_data. Removed obsolete commented-out code.
sebs/azure/cloud_resources.py Renamed local variable from ret to ret_dct for clarity in two methods.
sebs/storage/minio.py, sebs/storage/scylladb.py Enhanced error messages, fixed typos, and clarified platform-specific logic in comments and docstrings.
sebs/experiments/*, sebs/faas/function.py, sebs/faas/nosql.py, sebs/faas/system.py Added detailed docstrings and comments to all experiment classes, execution result classes, and FaaS abstractions.
sebs/types.py Added module and enum docstrings for all type definitions.

Sequence Diagram(s)

sequenceDiagram
    participant Dev as Developer
    participant Sphinx as Sphinx Build System
    participant Code as SeBS Source Code
    Dev->>Sphinx: Run make html (via Makefile)
    Sphinx->>Code: Parse Python modules and docstrings
    Code-->>Sphinx: Provide structured docstrings and type annotations
    Sphinx->>Sphinx: Generate HTML documentation
    Sphinx-->>Dev: Output documentation site
Loading

Possibly related PRs

  • spcl/serverless-benchmarks#232: Introduces versioning and resource_id in function naming, related to documentation and type annotation of function naming and deployment.
  • spcl/serverless-benchmarks#227: Adds multi-architecture support, directly related to the expanded documentation and type annotations for architecture handling.
  • spcl/serverless-benchmarks#214: Adds comprehensive NoSQL storage interface support, which aligns with the detailed documentation and interface clarification in this update.

Poem

🐇
In the warren of code, with docs now in bloom,
Each class and each method escapes from the gloom.
Sphinx builds a burrow of knowledge so bright,
With type hints and comments, all errors take flight.
Now SeBS is clear, for all bunnies to see—
Hop in, read the docs, and benchmark with glee!

✨ Finishing Touches
  • 📝 Generate Docstrings

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Actionable comments posted: 0

🧹 Nitpick comments (14)
docs/source/api/sebs.azure.rst (2)

15-22: Module Name Formatting for Blob Storage:
In the module title “sebs.azure.blob_storage module”, an escape character is applied to the underscore. However, the corresponding automodule directive uses sebs.azure.blob_storage without the escape. For consistency, consider either using the escape in both or removing it from the title if not required by your formatting standards.


55-62: Module Contents Section for sebs.azure:
The final section uses the automodule directive to present the overall module contents, which is a good consolidation. If possible, ensure that the file ends with a proper newline, as line 62 appears to be the last content line.

docs/source/api/sebs.gcp.rst (2)

23-30: Automodule Directive for sebs.gcp.gcp Module:
The module name “sebs.gcp.gcp” might seem redundant; please verify that having a submodule with the same name as the parent package is intentional.


47-54: Module Contents Section for sebs.gcp:
Aggregating the primary module contents using the automodule directive is an excellent approach. Consider verifying that the file’s last line (line 54) ends with a proper newline to satisfy any documentation build requirements.

docs/source/api/sebs.faas.rst (2)

39-46: Automodule Directive for sebs.faas.system Module:
The documentation for the system module is correctly formatted. It might be worthwhile to double-check if there are any additional attributes or methods that require explicit mention.


47-54: Module Contents Section for sebs.faas:
This final section neatly aggregates the whole package content. As with previous files, a trailing newline at the end (after line 54) is recommended if it isn’t already present.

docs/source/api/sebs.openwhisk.rst (2)

31-38: Automodule Directive for sebs.openwhisk.openwhisk Module:
The repeated usage of "openwhisk" in sebs.openwhisk.openwhisk is a bit unusual. Please verify that this naming reflects an intentional submodule or a namespace that contains core functionality, rather than a redundancy.


55-62: Module Contents Section for sebs.openwhisk:
Aggregating the module contents with the automodule directive is effective. As with other files, ensure that the file is properly terminated with a newline after line 62.

docs/source/api/sebs.rst (3)

4-18: Subpackages Section with Toctree:
The .. toctree:: directive is a good choice to outline the subpackages (sebs.aws, sebs.azure, etc.). Ensure that all referenced documents exist and are correctly linked in the Sphinx build.


54-61: Automodule Directive for sebs.sebs Module:
Since the module name is identical to the package name, please double-check that this does not lead to ambiguity in the generated documentation. Otherwise, the setup is correct.


94-101: Module Contents Section for sebs Package:
The final section aggregates all of the package contents, which is helpful for a high-level overview. Verify that the file is terminated with a newline after line 101 to help avoid any build warnings.

docs/source/conf.py (1)

9-13: Path Setup and Imports
The insertion of the project root path via sys.path.insert(0, os.path.abspath('../..')) is correctly implemented. Consider removing the commented-out alternative path (line 12) if it is not needed to maintain code clarity.

docs/source/api/sebs.experiments.rst (2)

23-30: Automodule Directive for sebs.experiments.eviction_model
The block for sebs.experiments.eviction_model is well formed. Note the escaped underscore in the header (eviction\_model); ensure this is intentional for proper rendering in the final documentation.


71-78: Automodule Directive for sebs.experiments.startup_time
The header uses escaped underscores (i.e. startup\_time) which appears intentional to preserve formatting. The directive itself is well configured.

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Reviewing files that changed from the base of the PR and between 3266d2d and e35a035.

📒 Files selected for processing (13)
  • docs/Makefile (1 hunks)
  • docs/source/api/modules.rst (1 hunks)
  • docs/source/api/sebs.aws.rst (1 hunks)
  • docs/source/api/sebs.azure.rst (1 hunks)
  • docs/source/api/sebs.experiments.rst (1 hunks)
  • docs/source/api/sebs.faas.rst (1 hunks)
  • docs/source/api/sebs.gcp.rst (1 hunks)
  • docs/source/api/sebs.local.rst (1 hunks)
  • docs/source/api/sebs.openwhisk.rst (1 hunks)
  • docs/source/api/sebs.rst (1 hunks)
  • docs/source/api/sebs.storage.rst (1 hunks)
  • docs/source/conf.py (1 hunks)
  • docs/source/index.rst (1 hunks)
🔇 Additional comments (74)
docs/source/api/modules.rst (2)

1-3: Section Header and Title Definition
The header “sebs” with its underline is correctly formatted for reStructuredText. Make sure that this title clearly reflects the content of the referenced module.


4-7: Toctree Directive Added
The addition of the .. toctree:: directive with a max depth of 4 is appropriate for organizing the documentation. Ensure that the referenced “sebs” document exists and is kept up-to-date as further documentation files are added.

docs/source/index.rst (3)

1-4: Master File Header and Auto-Generated Notice
The opening comments indicate that this file was generated by sphinx-quickstart. While the timestamp is informative, consider if it should be maintained in source control or removed for a cleaner history.


6-11: Introduction and Guidance Text
The introductory text and instructions for using reStructuredText are clear and helpful. This sets a good tone for contributors to add additional content.


14-18: Master Toctree for Documentation Organization
The .. toctree:: directive with a maximum depth of 2 and a caption (“Contents:”) appropriately includes the “api/modules” section. This will help users navigate the API documentation effectively.

docs/source/api/sebs.aws.rst (8)

1-3: Package Overview Section
The section title “sebs.aws package” and its underline are correctly formatted, clearly indicating the content that follows.


7-14: Automodule Directive for sebs.aws.aws Module
The automodule directive for the sebs.aws.aws module, along with its options (:members:, :undoc-members:, and :show-inheritance:), is correctly set up to extract comprehensive documentation.


15-22: Automodule Directive for sebs.aws.config Module
The configuration block for the sebs.aws.config module is clear and consistent with the other submodules.


23-30: Automodule Directive for sebs.aws.container Module
The documentation for the sebs.aws.container module is properly structured with the necessary directives.


31-38: Automodule Directive for sebs.aws.function Module
The block documenting the sebs.aws.function module is accurate and follows the same format as the previous modules.


39-46: Automodule Directive for sebs.aws.s3 Module
The configuration for documenting the sebs.aws.s3 module is set up correctly with complete member extraction options.


47-54: Automodule Directive for sebs.aws.triggers Module
The documentation for the sebs.aws.triggers module is properly set and adheres to the established format of this file.


55-62: Module Contents Section for sebs.aws Package
The final section that documents the overall sebs.aws module is correctly positioned and formatted to capture the package’s entire API.

docs/Makefile (2)

6-13: Sphinx Build Variables and Help Target
The variable definitions (SPHINXOPTS, SPHINXBUILD, SOURCEDIR, BUILDDIR) and the help target (lines 11–13) are clear and correctly implemented. This setup provides flexibility in running Sphinx commands.


17-20: Catch-All Target Implementation
The catch-all target using pattern rules effectively routes unknown targets to Sphinx with the "make mode" option. This design decision enhances flexibility and usability of the Makefile.

docs/source/api/sebs.storage.rst (4)

1-3: Package Header for sebs.storage
The header “sebs.storage package” is clearly formatted and immediately informs the reader of the package being documented.


7-14: Automodule for sebs.storage.config Module
The configuration block for the sebs.storage.config module is set up appropriately, ensuring that all relevant members and inheritance information are extracted.


15-21: Automodule for sebs.storage.minio Module
The documentation for the sebs.storage.minio module is similar in structure to the other submodules, which ensures consistency in the documentation.


23-30: Overall Module Contents Section
The final section for documenting the main sebs.storage module is well configured with the desired directives. This section ties together the submodules neatly.

docs/source/api/sebs.azure.rst (6)

1-6: Header and Section Titles:
The header ("sebs.azure package") and subheader ("Submodules") are clearly formatted using reStructuredText conventions. No issues noted here.


7-14: Automodule Directive for sebs.azure.azure Module:
The automodule directive is correctly used with all the necessary options (:members:, :undoc-members:, :show-inheritance:) ensuring comprehensive documentation of the submodule.


23-30: Automodule Directive for sebs.azure.cli Module:
This section follows the same pattern as the others with correct directive options. Everything appears consistent with the rest of the file.


31-38: Automodule Directive for sebs.azure.config Module:
The documentation for the config module is complete and structured correctly using the automodule directive options.


39-46: Automodule Directive for sebs.azure.function Module:
This section correctly applies the automodule directive to include all desired member information, ensuring a thorough display of the module details.


47-54: Automodule Directive for sebs.azure.triggers Module:
The configuration for documenting the triggers submodule is standard and complete. Verify that the triggers module actually contains the classes/functions intended for documentation.

docs/source/api/sebs.gcp.rst (5)

1-6: Header and Package Title:
The header ("sebs.gcp package") and underline formatting are clear and adhere to reStructuredText standards.


7-14: Automodule Directive for sebs.gcp.config Module:
This section accurately uses the automodule directive with comprehensive options.


15-22: Automodule Directive for sebs.gcp.function Module:
The configuration is consistent with the file’s overall style and correctly includes all necessary options.


31-38: Automodule Directive for sebs.gcp.storage Module:
The module is documented as expected. The directive options ensure that any undocumented or inherited members are automatically included.


39-46: Automodule Directive for sebs.gcp.triggers Module:
This section is structured consistently with the other submodules and includes the standard directive settings.

docs/source/api/sebs.faas.rst (5)

1-6: Header and Package Overview:
The file begins with a clear header ("sebs.faas package") and appropriate underline formatting, which is effective for reStructuredText documents.


7-14: Automodule Directive for sebs.faas.config Module:
The documentation for the config submodule is concise and uses all the appropriate options; it’s set up well for automated member extraction.


15-22: Automodule Directive for sebs.faas.container Module:
This section correctly documents the container module. Its formatting and directive options match the other sections perfectly.


23-30: Automodule Directive for sebs.faas.function Module:
The usage here is clear and consistent with the established pattern.


31-38: Automodule Directive for sebs.faas.storage Module:
All options are provided correctly to ensure detailed documentation of the storage submodule.

docs/source/api/sebs.openwhisk.rst (6)

1-6: Header and Package Declaration:
The header for the sebs.openwhisk package is clear and adheres to the conventions of reStructuredText.


7-14: Automodule Directive for sebs.openwhisk.config Module:
The configuration for the config submodule is complete and uses the standard automodule options.


15-22: Automodule Directive for sebs.openwhisk.container Module:
Documentation for this module is consistent with the rest of the file. All necessary directive options are provided.


23-30: Automodule Directive for sebs.openwhisk.function Module:
Everything appears in order as the directive and its options mirror the style used in other parts of the documentation.


39-46: Automodule Directive for sebs.openwhisk.storage Module:
This portion is correct and ties in seamlessly with the established documentation structure.


47-54: Automodule Directive for sebs.openwhisk.triggers Module:
The triggers module is properly documented; the automodule directive includes all expected options.

docs/source/api/sebs.rst (9)

1-3: Header and Package Title:
The header ("sebs package") is clear and formatted correctly. It sets the stage well for the subsequent detailed documentation, using the appropriate underlining style.


22-29: Automodule Directive for sebs.benchmark Module:
The automodule directive is properly configured to include all members and related details.


30-37: Automodule Directive for sebs.cache Module:
The configuration here is consistent with other sections, utilizing the full set of directive options for thorough documentation.


38-45: Automodule Directive for sebs.config Module:
The automodule directive is set up correctly and matches the style of the surrounding documentation.


46-53: Automodule Directive for sebs.regression Module:
This module is documented in the same detailed manner as the others. Nothing stands out as needing change here.


62-69: Automodule Directive for sebs.statistics Module:
This section is structured consistently, ensuring that all members and undocumentated elements are included.


70-77: Automodule Directive for sebs.types Module:
The directive setup is correct, and the options provided ensure comprehensive coverage for the module's API.


78-85: Automodule Directive for sebs.utils Module:
The documentation for the utils module is complete and employs the standard format.


86-93: Automodule Directive for sebs.version Module:
The version module is appropriately configured, utilizing all the necessary options to display the module’s details.

docs/source/api/sebs.local.rst (9)

1-3: Package Title Formatting
The title "sebs.local package" is clearly stated and formatted with an underline that meets reStructuredText conventions.


4-6: Submodules Section Heading
The "Submodules" heading is well defined with an appropriate underline, making the section easily identifiable.


7-14: Automodule Directive for sebs.local.config
The documentation block for the sebs.local.config module correctly uses the .. automodule:: directive with :members:, :undoc-members:, and :show-inheritance: options. This ensures comprehensive extraction of module details.


15-22: Automodule Directive for sebs.local.deployment
The block for sebs.local.deployment mirrors the structure used elsewhere, ensuring consistency and completeness in the generated documentation.


23-30: Automodule Directive for sebs.local.function
This section configures documentation for the sebs.local.function module accurately, including all necessary directive options for member extraction.


31-38: Automodule Directive for sebs.local.local
The directive block for sebs.local.local is formatted consistently and documents the module with the same thoroughness as the other submodules.


39-46: Automodule Directive for sebs.local.measureMem
The sebs.local.measureMem module’s documentation is properly set up with all relevant options. Ensure future updates to module content are reflected here.


47-54: Automodule Directive for sebs.local.storage
The documentation for sebs.local.storage is complete and follows the established pattern. This uniformity supports easy maintenance and readability.


55-62: Module Contents Summary
The final section provides an overall summary for the sebs.local package by including a full automodule declaration. This is an effective way to give readers a comprehensive view of the package structure.

docs/source/conf.py (5)

1-5: Sphinx Configuration Header
The introductory comments and links to Sphinx documentation set a clear context for the configuration file. Keeping these details helps new contributors understand the setup.


14-18: Project Metadata Configuration
All key metadata—project name, copyright, author, and release—are appropriately defined.


22-27: Extensions Configuration
The list of Sphinx extensions (sphinx.ext.autodoc, sphinx.ext.napoleon, and sphinx.ext.viewcode) is sufficient for the current documentation needs. Future additions should be evaluated as the project grows.


28-30: Templates Path and Exclude Patterns
The configuration for templates_path and exclude_patterns is appropriately minimal, ensuring that only relevant files are processed during documentation builds.


31-36: HTML Output Settings
The settings for html_theme (using sphinx_rtd_theme) and html_static_path are well configured to produce a professional-looking and maintainable documentation output.

docs/source/api/sebs.experiments.rst (10)

1-3: Package Title and Header
The title "sebs.experiments package" is properly formatted, ensuring that the package documentation is clearly identified from the start.


4-6: Submodules Section Header
The "Submodules" header is consistent with other documentation files, supporting readability and logical organization of the content.


7-14: Automodule Directive for sebs.experiments.config
The automodule block for sebs.experiments.config is correctly implemented with all necessary options (:members:, :undoc-members:, and :show-inheritance:), ensuring detailed documentation.


15-22: Automodule Directive for sebs.experiments.environment
This section documents the sebs.experiments.environment module effectively. The consistent use of directives supports maintainability.


31-38: Automodule Directive for sebs.experiments.experiment
The documentation for the sebs.experiments.experiment module is clear and complete, using all recommended options.


39-46: Automodule Directive for sebs.experiments.invocation_overhead
This section accurately documents the sebs.experiments.invocation_overhead module with consistent formatting.


47-54: Automodule Directive for sebs.experiments.network_ping_pong
The block for sebs.experiments.network_ping_pong is correctly formatted, and the module name remains consistent across the header and directive.


55-62: Automodule Directive for sebs.experiments.perf_cost
The documentation for sebs.experiments.perf_cost is set up with all directive options, ensuring complete autogenerated details.


63-70: Automodule Directive for sebs.experiments.result
The block for sebs.experiments.result correctly extracts all relevant details. This consistency supports easy navigation of the documentation.


79-86: Module Contents Overview
The final section that provides an overall automodule directive for sebs.experiments is well structured and ensures that all elements of the package are documented in one place.

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Actionable comments posted: 13

🧹 Nitpick comments (18)
sebs/azure/function.py (2)

44-51: Consider reducing the number of constructor parameters.

The constructor has 6 parameters (including self), which static analysis flagged as excessive. Consider grouping related parameters into a configuration object or using a builder pattern to improve maintainability.

Example refactor using a configuration approach:

+@dataclass
+class AzureFunctionConfig:
+    name: str
+    benchmark: str
+    code_hash: str
+    function_storage: AzureResources.Storage
+    cfg: FunctionConfig

 def __init__(
     self,
-    name: str,
-    benchmark: str,
-    code_hash: str,
-    function_storage: AzureResources.Storage,
-    cfg: FunctionConfig,
+    config: AzureFunctionConfig,
 ) -> None:

99-105: Verify trigger type validation robustness.

The assertion for unknown trigger types uses string formatting which could be vulnerable to issues if the trigger type contains unexpected characters. Consider using a more robust validation approach.

-assert trigger_type, "Unknown trigger type {}".format(trigger["type"])
+assert trigger_type, f"Unknown trigger type: {trigger['type']!r}"
sebs/experiments/startup_time.py (1)

68-94: Address placeholder implementation.

Both prepare and run methods are incomplete with TODO comments. This indicates the experiment is not yet functional, which could mislead users or cause runtime issues.

Consider either:

  1. Implementing the core functionality
  2. Adding proper validation to prevent usage until implemented
  3. Marking the class as abstract until implementation is complete

Would you like me to help generate a basic implementation framework or create an issue to track this work?

sebs/experiments/config.py (1)

76-85: Simplify flag checking logic.

The current if-else structure can be simplified using dictionary's get method as suggested by static analysis.

 def check_flag(self, key: str) -> bool:
     """Check if a flag is set.
     
     Args:
         key: Name of the flag to check
         
     Returns:
         Value of the flag, or False if the flag is not set
     """
-    return False if key not in self._flags else self._flags[key]
+    return self._flags.get(key, False)
sebs/azure/triggers.py (1)

120-133: Consider thread pool management.

The async implementation creates a new ThreadPoolExecutor for each invocation without proper cleanup. Consider using a shared pool or ensuring proper resource cleanup.

 def async_invoke(self, payload: dict) -> concurrent.futures.Future:
     """Asynchronously invoke Azure Function via HTTP.
     
     Submits function invocation to a thread pool for parallel execution.
     
     Args:
         payload: Dictionary payload to send to the function
         
     Returns:
         Future object that can be used to retrieve the result.
     """
-    pool = concurrent.futures.ThreadPoolExecutor()
-    fut = pool.submit(self.sync_invoke, payload)
-    return fut
+    with concurrent.futures.ThreadPoolExecutor() as pool:
+        return pool.submit(self.sync_invoke, payload)

Or better yet, use a class-level shared executor that's properly managed.

sebs/local/deployment.py (1)

149-211: Consider refactoring to reduce method complexity.

The shutdown method has high cyclomatic complexity (13 branches) and handles multiple responsibilities. Consider breaking it down into smaller, focused methods.

Example refactoring approach:

 def shutdown(self, output_json: str) -> None:
     """Shutdown the deployment and collect memory measurements."""
-    if len(self._memory_measurement_pids) > 0:
-        self.logging.info("Killing memory measurement processes")
-        # kill measuring processes
-        for proc in self._memory_measurement_pids:
-            os.kill(proc, SIGKILL)
-
-    if self._measurement_file is not None:
-        self.logging.info(f"Gathering memory measurement data in {output_json}")
-        # ... (measurement processing logic)
+    self._terminate_memory_processes()
+    self._process_memory_measurements(output_json)
+    self._stop_all_functions()
+
+def _terminate_memory_processes(self) -> None:
+    """Terminate all memory measurement processes."""
+    if len(self._memory_measurement_pids) > 0:
+        self.logging.info("Killing memory measurement processes")
+        for proc in self._memory_measurement_pids:
+            os.kill(proc, SIGKILL)
+
+def _process_memory_measurements(self, output_json: str) -> None:
+    """Process and save memory measurement data."""
+    if self._measurement_file is not None:
+        # ... (existing measurement processing logic)
+
+def _stop_all_functions(self) -> None:
+    """Stop all deployed functions."""
+    for func in self._functions:
+        func.stop()
sebs/gcp/cli.py (1)

21-21: Remove unused import.

The typing.Union import is not used in this file and should be removed for code cleanliness.

-from typing import Union
sebs/utils.py (1)

160-163: Fix unused loop variable.

The files variable is not used in the loop body and should be renamed to indicate it's intentionally unused.

Apply this diff:

 def find(name: str, path: str) -> Optional[str]:
     """
     Find a directory with the given name in the specified path.
     
     Args:
         name: Directory name to find
         path: Path to search in
         
     Returns:
         str: Path to the found directory, or None if not found
     """
-    for root, dirs, files in os.walk(path):
+    for root, dirs, _files in os.walk(path):
         if name in dirs:
             return os.path.join(root, name)
     return None
sebs/azure/cli.py (2)

35-35: Remove unused import.

The Optional import from typing is not used in the code.

-from typing import Optional
+from typing import Dict, Any

163-186: Consider optimization for large function packages.

The current implementation loads the entire archive into memory. For very large packages, this could be problematic.

The current approach is acceptable for typical function packages, but you might consider using Docker's put_archive with streaming for very large deployments in the future.

sebs/storage/config.py (2)

99-99: Simplify dictionary key checking.

Use direct membership testing instead of calling .keys().

-        for key in MinioConfig.__dataclass_fields__.keys():
+        for key in MinioConfig.__dataclass_fields__:

215-215: Simplify dictionary key checking.

Use direct membership testing instead of calling .keys().

-        for key in ScyllaDBConfig.__dataclass_fields__.keys():
+        for key in ScyllaDBConfig.__dataclass_fields__:
sebs/experiments/invocation_overhead.py (1)

358-443: Consider refactoring the complex receive_datagrams method.

The method has many local variables (25) which could impact readability and maintainability. Consider breaking this method into smaller helper methods for better organization.

Example approach:

def receive_datagrams(self, input_benchmark: dict, repetitions: int, port: int, ip: str) -> List:
    """..."""
    # Setup phase
    socket_config = self._setup_udp_server(port, repetitions, input_benchmark)
    
    # Communication phase  
    times = self._handle_udp_communication(socket_config)
    
    # Results processing phase
    return self._process_results(times, socket_config)
sebs/aws/s3.py (1)

271-274: Remove unnecessary else clause after return.

This improves code readability by reducing nesting.

Apply this refactor:

-if bucket_name is not None:
-    return [bucket["Name"] for bucket in s3_buckets if bucket_name in bucket["Name"]]
-else:
-    return [bucket["Name"] for bucket in s3_buckets]
+if bucket_name is not None:
+    return [bucket["Name"] for bucket in s3_buckets if bucket_name in bucket["Name"]]
+return [bucket["Name"] for bucket in s3_buckets]
sebs/storage/scylladb.py (1)

171-180: Minor consistency improvement for logging messages.

The logging messages have inconsistent use of exclamation points and could be more consistent in tone.

Consider this improvement for consistency:

-                    self.logging.info("Started ScyllaDB successfully!")
+                    self.logging.info("Started ScyllaDB successfully")
                    break

                time.sleep(1.0)
                attempts += 1

            if attempts == max_attempts:
-                self.logging.error("Failed to launch ScyllaDB!")
+                self.logging.error("Failed to launch ScyllaDB")
                self.logging.error(f"Last result of nodetool status: {out}")
-                raise RuntimeError("Failed to launch ScyllaDB!")
+                raise RuntimeError("Failed to launch ScyllaDB")
sebs/regression.py (1)

514-514: Clarify intentional configuration sharing.

The comment indicates this might be intentional sharing of Python config for Node.js tests, but this should be clarified to avoid confusion.

Consider improving the comment to clarify the intentional sharing:

-                deployment_config=AzureTestSequencePython.cfg,  # Note: This uses Python config
+                deployment_config=AzureTestSequencePython.cfg,  # Intentionally reuse Python config for efficiency

Or if this is unintentional, it should use the Node.js config:

-                deployment_config=AzureTestSequencePython.cfg,  # Note: This uses Python config
+                deployment_config=AzureTestSequenceNodejs.cfg,
sebs/storage/minio.py (1)

187-187: Fix typo in error message.

-            raise RuntimeError("Starting Minio storage unsuccesful")
+            raise RuntimeError("Starting Minio storage unsuccessful")
sebs/openwhisk/openwhisk.py (1)

15-15: Remove unused import.

The typing.Any import is not used in this file.

-from typing import cast, Dict, List, Optional, Tuple, Type, Any
+from typing import cast, Dict, List, Optional, Tuple, Type
📜 Review details

Configuration used: CodeRabbit UI
Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between e35a035 and f6148cc.

📒 Files selected for processing (65)
  • sebs/aws/__init__.py (1 hunks)
  • sebs/aws/aws.py (18 hunks)
  • sebs/aws/config.py (16 hunks)
  • sebs/aws/container.py (5 hunks)
  • sebs/aws/dynamodb.py (9 hunks)
  • sebs/aws/function.py (6 hunks)
  • sebs/aws/resources.py (4 hunks)
  • sebs/aws/s3.py (7 hunks)
  • sebs/aws/triggers.py (4 hunks)
  • sebs/azure/__init__.py (1 hunks)
  • sebs/azure/azure.py (14 hunks)
  • sebs/azure/blob_storage.py (7 hunks)
  • sebs/azure/cli.py (6 hunks)
  • sebs/azure/config.py (19 hunks)
  • sebs/azure/cosmosdb.py (2 hunks)
  • sebs/azure/function.py (1 hunks)
  • sebs/azure/triggers.py (2 hunks)
  • sebs/benchmark.py (6 hunks)
  • sebs/cache.py (13 hunks)
  • sebs/config.py (5 hunks)
  • sebs/experiments/__init__.py (1 hunks)
  • sebs/experiments/config.py (4 hunks)
  • sebs/experiments/environment.py (5 hunks)
  • sebs/experiments/eviction_model.py (7 hunks)
  • sebs/experiments/experiment.py (2 hunks)
  • sebs/experiments/invocation_overhead.py (9 hunks)
  • sebs/experiments/network_ping_pong.py (5 hunks)
  • sebs/experiments/perf_cost.py (10 hunks)
  • sebs/experiments/result.py (4 hunks)
  • sebs/experiments/startup_time.py (1 hunks)
  • sebs/faas/function.py (12 hunks)
  • sebs/faas/nosql.py (5 hunks)
  • sebs/faas/storage.py (0 hunks)
  • sebs/faas/system.py (14 hunks)
  • sebs/gcp/__init__.py (1 hunks)
  • sebs/gcp/cli.py (4 hunks)
  • sebs/gcp/config.py (7 hunks)
  • sebs/gcp/datastore.py (6 hunks)
  • sebs/gcp/function.py (2 hunks)
  • sebs/gcp/gcp.py (19 hunks)
  • sebs/gcp/resources.py (7 hunks)
  • sebs/gcp/storage.py (4 hunks)
  • sebs/gcp/triggers.py (3 hunks)
  • sebs/local/__init__.py (1 hunks)
  • sebs/local/config.py (5 hunks)
  • sebs/local/deployment.py (4 hunks)
  • sebs/local/function.py (6 hunks)
  • sebs/local/local.py (10 hunks)
  • sebs/local/measureMem.py (3 hunks)
  • sebs/openwhisk/__init__.py (1 hunks)
  • sebs/openwhisk/config.py (8 hunks)
  • sebs/openwhisk/container.py (3 hunks)
  • sebs/openwhisk/function.py (3 hunks)
  • sebs/openwhisk/openwhisk.py (14 hunks)
  • sebs/openwhisk/triggers.py (2 hunks)
  • sebs/regression.py (19 hunks)
  • sebs/sebs.py (10 hunks)
  • sebs/statistics.py (1 hunks)
  • sebs/storage/__init__.py (1 hunks)
  • sebs/storage/config.py (4 hunks)
  • sebs/storage/minio.py (9 hunks)
  • sebs/storage/resources.py (8 hunks)
  • sebs/storage/scylladb.py (11 hunks)
  • sebs/types.py (2 hunks)
  • sebs/utils.py (11 hunks)
💤 Files with no reviewable changes (1)
  • sebs/faas/storage.py
✅ Files skipped from review due to trivial changes (26)
  • sebs/types.py
  • sebs/local/init.py
  • sebs/storage/init.py
  • sebs/experiments/init.py
  • sebs/azure/init.py
  • sebs/aws/init.py
  • sebs/gcp/init.py
  • sebs/local/measureMem.py
  • sebs/openwhisk/init.py
  • sebs/aws/resources.py
  • sebs/aws/function.py
  • sebs/experiments/experiment.py
  • sebs/faas/nosql.py
  • sebs/local/function.py
  • sebs/azure/cosmosdb.py
  • sebs/openwhisk/container.py
  • sebs/experiments/result.py
  • sebs/openwhisk/triggers.py
  • sebs/gcp/resources.py
  • sebs/storage/resources.py
  • sebs/gcp/triggers.py
  • sebs/local/config.py
  • sebs/aws/triggers.py
  • sebs/gcp/config.py
  • sebs/config.py
  • sebs/aws/aws.py
🧰 Additional context used
🪛 Pylint (3.3.7)
sebs/azure/function.py

[refactor] 44-44: Too many arguments (6/5)

(R0913)


[refactor] 44-44: Too many positional arguments (6/5)

(R0917)

sebs/experiments/invocation_overhead.py

[refactor] 92-92: Too few public methods (1/2)

(R0903)


[refactor] 358-358: Too many local variables (25/15)

(R0914)

sebs/storage/minio.py

[error] 348-348: Instance of 'Minio' has no 'output_buckets' member

(E1101)


[error] 365-365: Instance of 'Minio' has no 'output_buckets' member

(E1101)


[refactor] 470-473: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

sebs/azure/azure.py

[refactor] 423-423: Too many local variables (21/15)

(R0914)

sebs/cache.py

[refactor] 168-168: Consider using 'with' for resource-allocating operations

(R1732)


[refactor] 277-280: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)


[refactor] 380-380: Too many local variables (19/15)

(R0914)


[refactor] 380-380: Too many branches (13/12)

(R0912)

sebs/aws/config.py

[refactor] 185-185: Too many instance attributes (8/7)

(R0902)

sebs/aws/s3.py

[refactor] 271-274: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

sebs/benchmark.py

[refactor] 146-146: Too many instance attributes (26/7)

(R0902)


[refactor] 250-253: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)


[refactor] 146-146: Too many public methods (37/20)

(R0904)

sebs/experiments/config.py

[refactor] 20-20: Too many instance attributes (8/7)

(R0902)

sebs/experiments/eviction_model.py

[refactor] 316-316: Too many local variables (27/15)

(R0914)

sebs/experiments/network_ping_pong.py

[refactor] 161-161: Too many local variables (21/15)

(R0914)

sebs/faas/function.py

[refactor] 78-78: Too few public methods (1/2)

(R0903)


[refactor] 114-114: Too few public methods (1/2)

(R0903)


[error] 690-690: Class 'FunctionConfig' has no 'dataclass_fields' member

(E1101)

sebs/faas/system.py

[refactor] 244-244: Too many arguments (8/5)

(R0913)


[refactor] 244-244: Too many positional arguments (8/5)

(R0917)


[error] 430-430: Possibly using variable 'code_location' before assignment

(E0606)

sebs/gcp/datastore.py

[refactor] 192-192: Too many arguments (6/5)

(R0913)


[refactor] 192-192: Too many positional arguments (6/5)

(R0917)

sebs/gcp/function.py

[refactor] 33-33: Too many arguments (6/5)

(R0913)


[refactor] 33-33: Too many positional arguments (6/5)

(R0917)

sebs/gcp/gcp.py

[refactor] 70-70: Too many arguments (6/5)

(R0913)


[refactor] 70-70: Too many positional arguments (6/5)

(R0917)


[refactor] 761-761: Too many arguments (6/5)

(R0913)


[refactor] 761-761: Too many positional arguments (6/5)

(R0917)


[refactor] 761-761: Too many local variables (37/15)

(R0914)

sebs/local/deployment.py

[refactor] 149-149: Too many branches (13/12)

(R0912)

sebs/openwhisk/function.py

[error] 59-59: Class 'OpenWhiskFunctionConfig' has no 'dataclass_fields' member

(E1101)

sebs/regression.py

[error] 306-306: Instance of 'AWSTestSequencePython' has no 'client' member

(E1101)


[error] 308-308: Instance of 'AWSTestSequencePython' has no 'client' member

(E1101)


[error] 359-359: Instance of 'AWSTestSequenceNodejs' has no 'client' member

(E1101)


[error] 361-361: Instance of 'AWSTestSequenceNodejs' has no 'client' member

(E1101)


[error] 415-415: Class 'AzureTestSequencePython' has no 'lock' member

(E1101)


[error] 435-435: Instance of 'AzureTestSequencePython' has no 'client' member

(E1101)


[error] 437-437: Instance of 'AzureTestSequencePython' has no 'client' member

(E1101)


[error] 494-494: Class 'AzureTestSequenceNodejs' has no 'lock' member

(E1101)


[error] 497-497: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 511-511: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 513-513: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 565-565: Instance of 'GCPTestSequencePython' has no 'client' member

(E1101)


[error] 567-567: Instance of 'GCPTestSequencePython' has no 'client' member

(E1101)


[error] 618-618: Instance of 'GCPTestSequenceNodejs' has no 'client' member

(E1101)


[error] 620-620: Instance of 'GCPTestSequenceNodejs' has no 'client' member

(E1101)


[error] 680-680: Instance of 'OpenWhiskTestSequencePython' has no 'client' member

(E1101)


[error] 682-682: Instance of 'OpenWhiskTestSequencePython' has no 'client' member

(E1101)


[error] 742-742: Instance of 'OpenWhiskTestSequenceNodejs' has no 'client' member

(E1101)


[error] 744-744: Instance of 'OpenWhiskTestSequenceNodejs' has no 'client' member

(E1101)


[error] 748-748: Class 'OpenWhiskTestSequenceNodejs' has no 'lock' member

(E1101)


[refactor] 755-755: Too few public methods (1/2)

(R0903)

sebs/storage/config.py

[refactor] 58-58: Too many instance attributes (10/7)

(R0902)


[error] 99-99: Class 'MinioConfig' has no 'dataclass_fields' member

(E1101)


[error] 118-118: Class 'MinioConfig' has no 'dataclass_fields' member

(E1101)


[refactor] 172-172: Too many instance attributes (11/7)

(R0902)


[error] 215-215: Class 'ScyllaDBConfig' has no 'dataclass_fields' member

(E1101)


[error] 232-232: Class 'ScyllaDBConfig' has no 'dataclass_fields' member

(E1101)

sebs/utils.py

[refactor] 84-87: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

🪛 Ruff (0.11.9)
sebs/azure/blob_storage.py

90-90: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/azure/cli.py

35-35: typing.Optional imported but unused

Remove unused import: typing.Optional

(F401)

sebs/storage/minio.py

273-273: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)


457-457: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

sebs/azure/azure.py

423-423: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/cache.py

149-149: Use self.cached_config.get(cloud, None) instead of an if block

Replace with self.cached_config.get(cloud, None)

(SIM401)


204-204: Use cfg.get(deployment, None) instead of an if block

Replace with cfg.get(deployment, None)

(SIM401)

sebs/openwhisk/openwhisk.py

15-15: typing.Any imported but unused

Remove unused import: typing.Any

(F401)


101-101: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/aws/s3.py

112-112: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/experiments/config.py

85-85: Use self._flags.get(key, False) instead of an if block

Replace with self._flags.get(key, False)

(SIM401)

sebs/faas/system.py

230-230: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/gcp/cli.py

21-21: typing.Union imported but unused

Remove unused import: typing.Union

(F401)

sebs/gcp/gcp.py

134-134: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)


635-635: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/gcp/storage.py

95-95: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/storage/config.py

99-99: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)


215-215: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

sebs/storage/scylladb.py

185-185: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


188-188: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

sebs/utils.py

160-160: Loop control variable files not used within loop body

Rename unused files to _files

(B007)

🪛 Gitleaks (8.26.0)
sebs/gcp/storage.py

150-150: Detected a Generic API Key, potentially exposing access to various services and sensitive operations.

(generic-api-key)

🔇 Additional comments (77)
sebs/azure/function.py (1)

1-27: Excellent comprehensive module documentation!

The module docstring provides clear purpose, detailed description, and a practical usage example. This aligns perfectly with the PR objective of improving SeBS documentation.

sebs/statistics.py (2)

1-7: Outstanding module documentation!

The module docstring clearly explains the purpose, lists the statistical methods available, and describes both parametric and non-parametric approaches. This significantly improves the module's usability.


57-79: Excellent scientific documentation with proper citation.

The docstring for ci_le_boudec includes a proper bibliographic reference and clearly explains the non-parametric nature of the method. This level of scientific rigor enhances the credibility of the benchmarking suite.

sebs/experiments/startup_time.py (1)

1-14: Comprehensive experiment documentation!

The module docstring clearly defines the experiment's purpose and lists the specific metrics it aims to measure. This provides excellent context for future implementers and users.

sebs/experiments/config.py (2)

1-13: Excellent configuration module documentation!

The module docstring provides a clear overview of what the configuration manages, including specific examples of settings. This greatly improves the module's accessibility.


177-189: Good practice: Documenting circular import avoidance.

The comments explaining why imports are done locally to avoid circular dependencies demonstrate good software engineering practices and help future maintainers understand the design decisions.

sebs/azure/triggers.py (2)

1-26: Exemplary module documentation with practical examples!

The module docstring not only explains the purpose but provides concrete usage examples for both synchronous and asynchronous invocation patterns. This is exactly the kind of documentation improvement this PR aims to achieve.


35-76: Well-designed base class with clear abstractions.

The AzureTrigger base class provides a clean abstraction for Azure-specific functionality while maintaining proper encapsulation of the storage account. The property getter with assertion provides good fail-fast behavior.

sebs/local/deployment.py (2)

1-16: Excellent comprehensive module documentation!

The module-level docstring provides clear overview of the module's purpose, key functionality, and class structure. This greatly improves code maintainability and usability.


32-44: Well-structured class documentation with clear attribute descriptions.

The class-level docstring effectively describes the Deployment class's role and lists its key attributes, making it easy for developers to understand the class structure.

sebs/gcp/storage.py (2)

1-16: Excellent module documentation with practical example!

The module-level docstring provides a clear overview and includes a practical usage example, which greatly helps developers understand how to use the GCPStorage class.


150-150: Static analysis false positive - no action needed.

The gitleaks tool flagged this line as containing a generic API key, but this is a false positive. The line contains chunk_size=4 * 1024 * 1024 which is just a configuration parameter for file upload chunk size.

sebs/gcp/function.py (2)

1-15: Outstanding module documentation with clear example!

The module-level docstring provides excellent context and includes a practical code example showing how to create a GCP function instance.


74-87: Comprehensive docstring for complex deserialization logic.

The deserialize method docstring thoroughly documents the complex logic for reconstructing function instances with triggers, including potential error conditions.

sebs/gcp/cli.py (1)

1-17: Excellent module documentation explaining the Docker-based approach!

The module documentation clearly explains the containerized gcloud CLI approach and provides a helpful usage example.

sebs/aws/container.py (3)

1-10: Excellent documentation for new AWS ECR container module!

The module-level docstring clearly explains the purpose and scope of the ECR container management functionality.


24-34: Well-structured class documentation with clear attribute descriptions.

The class-level docstring effectively describes the ECRContainer's role in AWS Lambda deployments and its key attributes.


132-156: Robust error handling in push_image method.

The push_image method includes proper error handling with informative logging and appropriate exception raising. The implementation follows good practices for Docker registry operations.

sebs/benchmark.py (4)

1-7: Excellent comprehensive module documentation!

The module-level docstring clearly explains the purpose and functionality of the benchmark module. Great work on documenting the caching mechanisms and packaging logic.


34-123: Well-documented BenchmarkConfig class!

The class and method docstrings are comprehensive and clear. The documentation properly explains all attributes, parameters, and return values.


147-180: Excellent Benchmark class documentation!

The detailed class docstring with comprehensive attribute descriptions and caching behavior explanation is very helpful for understanding this complex class.


400-425: Good hash property documentation!

The hash property getter and setter are well documented, including the explanation of MD5 hash computation and testing usage.

sebs/utils.py (3)

1-10: Excellent module documentation!

The comprehensive module-level docstring clearly explains all the utility categories provided. This helps users quickly understand what's available.


44-87: Well-documented JSON serialization utilities!

The JSONSerializer class and serialize function are clearly documented with their fallback strategies and usage patterns.


235-451: Excellent logging infrastructure documentation!

The ColoredWrapper, LoggingHandlers, and LoggingBase classes are thoroughly documented. The explanations of colored output, verbosity control, and handler management are very clear.

sebs/experiments/eviction_model.py (5)

1-11: Excellent module documentation!

The module-level docstring clearly explains the container eviction model experiment, its purpose, and methodology. Very helpful for understanding this complex experiment.


32-76: Comprehensive class documentation with well-documented configuration!

The EvictionModel class docstring is detailed and the times configuration list is well-commented, showing the different intervals and their purposes.


105-175: Well-documented static methods with clear explanations!

The accept_replies and execute_instance methods have comprehensive docstrings that explain their complex TCP server and invocation logic clearly.


193-193: Good variable name correction!

The print statement now correctly uses sleep_time instead of the undefined times variable. This improves code correctness.


276-326: Excellent method documentation with clear workflow descriptions!

The prepare and run method docstrings clearly explain the experiment setup and execution flow, making this complex experiment easier to understand.

sebs/aws/dynamodb.py (4)

1-9: Excellent module documentation!

The module-level docstring clearly explains the AWS DynamoDB implementation and its role in the SeBS framework.


23-71: Comprehensive class documentation with clear initialization!

The DynamoDB class docstring and init method are well documented, explaining the attributes and setup process clearly.


87-177: Well-documented cache and data operations!

The cache management methods (retrieve_cache, update_cache) and data operations (write_to_table) are clearly documented with proper parameter explanations.


181-288: Excellent table management documentation!

The create_table method documentation is particularly good, explaining the AWS-specific table naming requirements and error handling. The NotImplementedError methods are also properly documented.

sebs/experiments/network_ping_pong.py (5)

1-12: Excellent module documentation with clear experiment overview!

The module-level docstring clearly explains the network ping-pong experiment purpose and the different types of measurements it can perform.


36-71: Comprehensive class and method documentation!

The NetworkPingPong class docstring and prepare method documentation clearly explain the experiment setup and workflow.


99-124: Well-documented experiment execution!

The run method documentation clearly explains the execution flow including IP address detection and concurrent UDP operations.


136-136: Good type annotation improvement!

Adding the explicit type annotation for full_data improves code clarity and helps with static analysis.


161-235: Excellent documentation of complex UDP server logic!

The receive_datagrams method documentation clearly explains the complex UDP server implementation and the static methods are properly documented.

sebs/azure/blob_storage.py (2)

1-26: Excellent comprehensive module documentation!

The module-level docstring provides clear purpose, structure, and usage examples. This significantly improves code maintainability and developer experience.


40-58: Well-documented class with clear purpose and attributes.

The class docstring effectively explains the Azure Blob Storage implementation and its role in the benchmarking framework.

sebs/openwhisk/function.py (3)

1-10: Clear and concise module documentation.

The module docstring effectively describes the purpose and key classes, providing good orientation for developers.


24-40: Comprehensive class documentation with helpful notes.

The docstring clearly explains the configuration attributes and includes a valuable note about future refactoring considerations for the docker_image attribute.


92-105: Excellent class documentation with usage example.

The class docstring provides clear explanation of purpose, attributes, and includes a practical usage example that demonstrates proper instantiation.

sebs/azure/cli.py (1)

1-29: Excellent comprehensive module documentation with clear examples.

The module docstring provides thorough explanation of purpose, functionality, and practical usage examples that help developers understand how to use the AzureCLI class.

sebs/storage/config.py (2)

1-16: Excellent comprehensive module documentation.

The module docstring clearly explains the purpose, key classes, and capabilities of the storage configuration system.


58-76: Comprehensive MinioConfig documentation with clear attribute descriptions.

The class docstring provides thorough explanation of each attribute and its purpose in the MinIO storage configuration.

sebs/gcp/datastore.py (4)

1-17: Excellent module documentation with practical examples.

The module docstring provides comprehensive explanation of the Datastore implementation with clear usage examples that demonstrate proper API usage.


32-41: Clear and comprehensive dataclass documentation.

The BenchmarkResources docstring effectively explains the purpose and attributes, making the code structure easy to understand.


70-80: Well-documented Datastore class with clear attribute descriptions.

The class docstring provides comprehensive explanation of the Datastore implementation and its role in the NoSQL storage system.


192-211: Comprehensive method documentation with clear parameter descriptions.

The write_to_table method is well-documented with clear explanation of all parameters and the GCP-specific requirement for secondary_key.

sebs/experiments/invocation_overhead.py (1)

1-453: Excellent documentation improvements for the invocation overhead experiment!

The comprehensive docstrings significantly improve code clarity and maintainability. The module-level documentation clearly explains the experiment's purpose and the class/method docstrings provide detailed information about parameters, return values, and behavior.

sebs/aws/config.py (1)

1-761: Outstanding documentation improvements for AWS configuration management!

The comprehensive docstrings provide excellent clarity on AWS credential management, resource handling, and configuration serialization. The documentation clearly explains the complex interactions with AWS services like ECR, IAM, and API Gateway.

sebs/faas/function.py (1)

1-877: Exceptional documentation for the function and execution model!

The comprehensive docstrings provide excellent clarity on the serverless function abstractions, execution measurements, and trigger mechanisms. The documentation clearly explains the unified interface for handling functions across different FaaS platforms.

sebs/experiments/perf_cost.py (1)

1-525: Excellent documentation for the performance and cost experiment!

The comprehensive docstrings clearly explain the experiment's purpose, different run types (cold, warm, burst, sequential), statistical analysis methods, and result processing. This significantly improves code understanding and maintainability.

sebs/aws/s3.py (1)

1-296: Excellent S3 storage documentation with clear explanations!

The comprehensive docstrings provide excellent clarity on S3 bucket operations, region-specific handling, and file upload/download logic. The documentation greatly improves understanding of the AWS S3 integration.

sebs/storage/scylladb.py (2)

1-11: Excellent comprehensive module documentation!

The module-level docstring provides clear and detailed information about the ScyllaDB implementation, its purpose, and how it integrates with the SeBS framework. The explanation of DynamoDB compatibility through the Alternator interface is particularly helpful.


32-48: Outstanding class documentation with clear structure.

The class docstring excellently describes the ScyllaDB implementation, its purpose, and provides a clear overview of the class attributes. The documentation follows best practices and provides valuable context for developers.

sebs/azure/config.py (3)

1-25: Exceptional module documentation with usage examples.

The module-level docstring is exemplary - it provides a clear overview, lists key classes, and includes a practical usage example. This kind of documentation significantly improves the developer experience.


42-53: Well-structured class documentation following best practices.

The AzureCredentials class docstring provides clear description of purpose, detailed attribute documentation, and follows consistent formatting. This establishes a good pattern for the rest of the codebase.


240-249: Excellent nested class documentation.

The Storage nested class documentation is clear and well-structured, providing good context for how Azure storage accounts are represented and used within the framework.

sebs/regression.py (3)

1-17: Outstanding framework documentation with comprehensive scope coverage.

The module-level docstring excellently describes the regression testing framework, clearly listing all supported platforms, runtimes, architectures, and deployment types. This provides developers with immediate understanding of the framework's capabilities.


72-83: Excellent metaclass documentation explaining dynamic test generation.

The TestSequenceMeta docstring clearly explains the complex concept of dynamic test method generation and the naming convention used. This is particularly valuable given the metaclass's complexity.


264-277: Comprehensive test class documentation with clear scope definition.

The test class docstrings effectively describe the scope, supported configurations, and attributes for each test suite. This helps developers understand what each test class covers.

sebs/sebs.py (4)

1-15: Excellent main module documentation providing clear overview.

The module-level docstring effectively describes the SeBS client as the central interface, clearly listing all the major responsibilities and use cases. This gives developers a strong understanding of the module's role in the system.


39-54: Outstanding class documentation with comprehensive attribute listing.

The SeBS class docstring provides excellent overview of the main client's purpose and clearly documents all key attributes. This establishes good documentation patterns for the entire codebase.


225-248: Excellent validation logic with descriptive error messages.

The deployment validation logic is well-implemented with clear, specific error messages that help developers understand what went wrong and how to fix it. The separation of concerns (platform, architecture, deployment type) makes the validation easy to follow.


181-202: Comprehensive method documentation with detailed error handling.

The get_deployment method docstring excellently describes the complex functionality, including the dynamic import behavior and comprehensive error conditions. This level of detail is particularly valuable for such a central method.

sebs/experiments/environment.py (3)

1-20: Excellent documentation improvements!

The comprehensive module docstring clearly explains the purpose, capabilities, and limitations of the environment management system. The addition of typing imports supports the enhanced type safety throughout the module.


25-48: Outstanding class documentation!

The comprehensive docstring clearly explains the class purpose, functionality, and all attributes. This significantly improves code maintainability and developer understanding.


189-221: Great addition of composite benchmarking methods!

The setup_benchmarking and after_benchmarking methods provide a clean, high-level interface for standard benchmark environment configuration. The comprehensive docstrings clearly explain the operations performed.

sebs/gcp/gcp.py (1)

1-68: Excellent comprehensive documentation!

The module and class docstrings provide clear, detailed explanations of the GCP integration capabilities, including function deployment, monitoring, and resource management. This significantly improves code maintainability.

sebs/local/local.py (1)

1-599: Outstanding documentation enhancements!

The comprehensive docstrings throughout the module provide excellent clarity on the local execution platform's capabilities, including Docker-based execution, memory profiling, and port management. The detailed method documentation significantly improves maintainability.

sebs/faas/system.py (2)

1-53: Excellent abstract base class documentation!

The comprehensive module and class docstrings clearly explain the System abstraction's role in providing consistent interfaces across different serverless platforms. This significantly improves understanding of the architecture.


430-430: Variable assignment appears correct.

The static analyzer flagged possible use of code_location before assignment, but examining the code flow shows code_location is assigned on line 395 within the if is_function_cached: block, and line 430 is in the corresponding else branch, so the variable should be properly initialized.

sebs/openwhisk/config.py (1)

1-402: Excellent documentation improvements!

The comprehensive docstrings and type annotations significantly enhance code clarity and maintainability. The functional logic remains intact while providing clear documentation of purpose, parameters, and return values for all classes and methods.

sebs/cache.py (1)

1-657: Excellent caching system documentation!

The comprehensive docstrings and type annotations greatly improve the clarity of this critical caching component. The thread-safe implementation with proper locking and the detailed method documentation make this much more maintainable.

Comment on lines 250 to 259
if self.code_package:
return os.path.join(self._cache_client.cache_dir, self.code_package["location"])
else:
return self._code_location
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🛠️ Refactor suggestion

Refactor unnecessary else clause.

Remove the unnecessary else after return to improve code readability.

Apply this diff to fix the issue:

 @property
 def code_location(self) -> str:
     """
     Get the location of the code package.
     
     Returns:
         str: Path to the code package
     """
     if self.code_package:
         return os.path.join(self._cache_client.cache_dir, self.code_package["location"])
-    else:
-        return self._code_location
+    return self._code_location
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
if self.code_package:
return os.path.join(self._cache_client.cache_dir, self.code_package["location"])
else:
return self._code_location
@property
def code_location(self) -> str:
"""
Get the location of the code package.
Returns:
str: Path to the code package
"""
if self.code_package:
return os.path.join(self._cache_client.cache_dir, self.code_package["location"])
return self._code_location
🧰 Tools
🪛 Pylint (3.3.7)

[refactor] 250-253: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

🤖 Prompt for AI Agents
In sebs/benchmark.py around lines 250 to 253, remove the unnecessary else clause
following the return statement. Since the if block returns a value, you can
directly return self._code_location after the if block without using else,
improving code readability.

Comment on lines 84 to 88
if hasattr(obj, "serialize"):
return json.dumps(obj.serialize(), sort_keys=True, indent=2)
else:
return json.dumps(obj, cls=JSONSerializer, sort_keys=True, indent=2)
Copy link

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🛠️ Refactor suggestion

Refactor unnecessary else clause.

Remove the unnecessary else after return to improve code readability.

Apply this diff:

 def serialize(obj) -> str:
     """
     Serialize an object to a JSON string.
     
     Args:
         obj: Object to serialize
         
     Returns:
         str: JSON string representation of the object
     """
     if hasattr(obj, "serialize"):
         return json.dumps(obj.serialize(), sort_keys=True, indent=2)
-    else:
-        return json.dumps(obj, cls=JSONSerializer, sort_keys=True, indent=2)
+    return json.dumps(obj, cls=JSONSerializer, sort_keys=True, indent=2)
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
if hasattr(obj, "serialize"):
return json.dumps(obj.serialize(), sort_keys=True, indent=2)
else:
return json.dumps(obj, cls=JSONSerializer, sort_keys=True, indent=2)
def serialize(obj) -> str:
"""
Serialize an object to a JSON string.
Args:
obj: Object to serialize
Returns:
str: JSON string representation of the object
"""
if hasattr(obj, "serialize"):
return json.dumps(obj.serialize(), sort_keys=True, indent=2)
return json.dumps(obj, cls=JSONSerializer, sort_keys=True, indent=2)
🧰 Tools
🪛 Pylint (3.3.7)

[refactor] 84-87: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

🤖 Prompt for AI Agents
In sebs/utils.py around lines 84 to 87, remove the else clause following the
return statement inside the if block. Since the if block returns, the else is
redundant. Unindent the code inside the else block so it runs directly after the
if block if the condition is false, improving readability.

@@ -447,8 +632,24 @@ def _generate_function_envs(self, code_package: Benchmark) -> dict:
return envs

def update_function_configuration(
self, function: Function, code_package: Benchmark, env_variables: dict = {}
):
self, function: Function, code_package: Benchmark, env_variables: Dict = {}
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🛠️ Refactor suggestion

Fix mutable default argument anti-pattern.

Using a mutable dictionary as a default argument can cause unexpected behavior since the same object is reused across calls.

-    def update_function_configuration(self, function: Function, code_package: Benchmark, env_variables: Dict = {}) -> int:
+    def update_function_configuration(self, function: Function, code_package: Benchmark, env_variables: Optional[Dict] = None) -> int:

Then initialize within the function:

if env_variables is None:
    env_variables = {}
🧰 Tools
🪛 Ruff (0.11.9)

635-635: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

🤖 Prompt for AI Agents
In sebs/gcp/gcp.py at line 635, the function definition uses a mutable default
argument for env_variables as an empty dictionary, which can lead to unexpected
behavior due to shared state across calls. To fix this, change the default value
of env_variables to None and inside the function, add a check to initialize
env_variables to an empty dictionary if it is None.


:param config: systems-specific parameters
"""

def initialize(self, config: Dict[str, str] = {}, resource_prefix: Optional[str] = None):
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🛠️ Refactor suggestion

Fix mutable default argument anti-pattern.

Using a mutable dictionary as a default argument can cause unexpected behavior since the same object is reused across calls.

-    def initialize(self, config: Dict[str, str] = {}, resource_prefix: Optional[str] = None):
+    def initialize(self, config: Optional[Dict[str, str]] = None, resource_prefix: Optional[str] = None):

Then initialize within the function:

if config is None:
    config = {}
🧰 Tools
🪛 Ruff (0.11.9)

230-230: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

🤖 Prompt for AI Agents
In sebs/faas/system.py at line 230, the method initialize uses a mutable default
argument config set to an empty dictionary, which can lead to unexpected
behavior due to shared state across calls. Change the default value of config to
None and inside the method add a check: if config is None, then assign config to
an empty dictionary. This avoids using a mutable default argument.

@@ -293,7 +420,21 @@ def update_function(
trigger.logging_handlers = self.logging_handlers
function.add_trigger(trigger)

def update_envs(self, function: Function, code_package: Benchmark, env_variables: dict = {}):
def update_envs(self, function: Function, code_package: Benchmark, env_variables: dict = {}) -> None:
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⚠️ Potential issue

Fix mutable default argument.

Using a mutable dictionary as a default argument can lead to unexpected behavior as the same dictionary instance is reused across function calls.

Apply this fix:

-def update_envs(self, function: Function, code_package: Benchmark, env_variables: dict = {}) -> None:
+def update_envs(self, function: Function, code_package: Benchmark, env_variables: Optional[Dict[str, Any]] = None) -> None:

Then initialize within the function:

+    if env_variables is None:
+        env_variables = {}
     envs = {}
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
def update_envs(self, function: Function, code_package: Benchmark, env_variables: dict = {}) -> None:
def update_envs(
self,
function: Function,
code_package: Benchmark,
env_variables: Optional[Dict[str, Any]] = None,
) -> None:
if env_variables is None:
env_variables = {}
envs = {}
# …rest of the function…
🧰 Tools
🪛 Ruff (0.11.9)

423-423: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

🪛 Pylint (3.3.7)

[refactor] 423-423: Too many local variables (21/15)

(R0914)

🤖 Prompt for AI Agents
In sebs/azure/azure.py at line 423, the method update_envs uses a mutable
default argument env_variables set to an empty dictionary, which can cause
shared state issues across calls. To fix this, change the default value of
env_variables to None and then inside the function, initialize env_variables to
an empty dictionary if it is None. This prevents reuse of the same dictionary
instance between calls.

@@ -59,14 +98,33 @@ def __init__(
password=self.config.resources.docker_password,
)

def initialize(self, config: Dict[str, str] = {}, resource_prefix: Optional[str] = None):
def initialize(self, config: Dict[str, str] = {}, resource_prefix: Optional[str] = None) -> None:
Copy link

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⚠️ Potential issue

Fix mutable default argument.

Using a mutable dictionary as a default argument can lead to unexpected behavior.

Apply this fix:

-def initialize(self, config: Dict[str, str] = {}, resource_prefix: Optional[str] = None) -> None:
+def initialize(self, config: Optional[Dict[str, str]] = None, resource_prefix: Optional[str] = None) -> None:

Then handle the None case in the function body:

+    if config is None:
+        config = {}
     self.initialize_resources(select_prefix=resource_prefix)
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
def initialize(self, config: Dict[str, str] = {}, resource_prefix: Optional[str] = None) -> None:
def initialize(
self,
config: Optional[Dict[str, str]] = None,
resource_prefix: Optional[str] = None,
) -> None:
if config is None:
config = {}
self.initialize_resources(select_prefix=resource_prefix)
# …rest of function…
🧰 Tools
🪛 Ruff (0.11.9)

101-101: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

🤖 Prompt for AI Agents
In sebs/openwhisk/openwhisk.py at line 101, the method initialize uses a mutable
default argument (an empty dictionary) which can cause unexpected behavior.
Change the default value of the config parameter to None, then inside the
function body check if config is None and if so, assign it an empty dictionary.
This prevents the mutable default argument issue.

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Actionable comments posted: 3

🔭 Outside diff range comments (1)
sebs/azure/function.py (1)

102-104: Improve trigger type validation for better maintainability.

The current assertion approach is fragile and could be improved for better error handling and extensibility.

Consider using a more robust validation approach:

-        for trigger in cached_config["triggers"]:
-            trigger_type = {"HTTP": HTTPTrigger}.get(trigger["type"])
-            assert trigger_type, "Unknown trigger type {}".format(trigger["type"])
-            ret.add_trigger(trigger_type.deserialize(trigger))
+        # Define supported trigger types
+        SUPPORTED_TRIGGERS = {
+            "HTTP": HTTPTrigger
+        }
+        
+        for trigger in cached_config["triggers"]:
+            trigger_type_name = trigger["type"]
+            if trigger_type_name not in SUPPORTED_TRIGGERS:
+                raise ValueError(f"Unsupported trigger type: {trigger_type_name}")
+            trigger_class = SUPPORTED_TRIGGERS[trigger_type_name]
+            ret.add_trigger(trigger_class.deserialize(trigger))
♻️ Duplicate comments (12)
sebs/gcp/storage.py (1)

96-98: Fix mutable default argument.

Using a mutable list as a default argument can lead to unexpected behavior when the list is modified between function calls.

Apply this fix:

-def _create_bucket(self, name: str, buckets: List[str] = [], randomize_name: bool = False) -> str:
+def _create_bucket(self, name: str, buckets: List[str] = None, randomize_name: bool = False) -> str:
     """Create a new Cloud Storage bucket or return existing one."""
+    if buckets is None:
+        buckets = []
sebs/azure/blob_storage.py (1)

89-91: Fix mutable default argument to prevent unexpected behavior.

Using a mutable list [] as a default argument can lead to unexpected behavior where the same list object is reused across multiple function calls.

Apply this fix:

def _create_bucket(
-    self, name: str, containers: List[str] = [], randomize_name: bool = False
+    self, name: str, containers: List[str] = None, randomize_name: bool = False
) -> str:

And add this at the beginning of the method:

+    if containers is None:
+        containers = []
sebs/utils.py (1)

85-88: Refactor unnecessary else clause.

Remove the unnecessary else after return to improve code readability.

Apply this diff:

 if hasattr(obj, "serialize"):
     return json.dumps(obj.serialize(), sort_keys=True, indent=2)
-else:
-    return json.dumps(obj, cls=JSONSerializer, sort_keys=True, indent=2)
+return json.dumps(obj, cls=JSONSerializer, sort_keys=True, indent=2)
sebs/benchmark.py (1)

255-259: Refactor unnecessary else clause.

Remove the unnecessary else after return to improve code readability.

Apply this diff:

 if self.code_package:
     return os.path.join(self._cache_client.cache_dir, self.code_package["location"])
-else:
-    assert self._code_location is not None
-    return self._code_location
+assert self._code_location is not None
+return self._code_location
sebs/aws/s3.py (1)

111-113: Mutable default argument issue already identified.

This issue with the mutable default argument has already been flagged in previous review comments and needs to be addressed.

sebs/azure/azure.py (1)

423-425: Fix mutable default argument (duplicate issue).

Using a mutable dictionary as a default argument can lead to unexpected behavior as the same dictionary instance is reused across function calls.

Apply this fix:

-def update_envs(self, function: Function, code_package: Benchmark, env_variables: dict = {}) -> None:
+def update_envs(self, function: Function, code_package: Benchmark, env_variables: Optional[Dict[str, Any]] = None) -> None:

Then initialize within the function:

+    if env_variables is None:
+        env_variables = {}
     envs = {}
sebs/storage/scylladb.py (1)

185-188: Fix exception chaining in error handling (duplicate issue).

The exception handling should chain the original exceptions to preserve the error context and provide better debugging information.

Apply this diff to improve exception handling:

        except docker.errors.APIError as e:
            self.logging.error("Starting ScyllaDB storage failed! Reason: {}".format(e))
-            raise RuntimeError("Starting ScyllaDB storage unsuccessful")
+            raise RuntimeError("Starting ScyllaDB storage unsuccessful") from e
        except Exception as e:
            self.logging.error("Starting ScyllaDB storage failed! Unknown error: {}".format(e))
-            raise RuntimeError("Starting ScyllaDB storage unsuccessful")
+            raise RuntimeError("Starting ScyllaDB storage unsuccessful") from e
sebs/gcp/gcp.py (2)

134-136: Fix mutable default argument anti-pattern.

Using a mutable dictionary as a default argument can cause unexpected behavior since the same object is reused across calls.


636-638: Fix mutable default argument anti-pattern.

Using a mutable dictionary as a default argument can cause unexpected behavior since the same object is reused across calls.

sebs/faas/system.py (1)

231-231: Fix mutable default argument anti-pattern.

Using a mutable dictionary as a default argument can cause unexpected behavior since the same object is reused across calls.

sebs/storage/minio.py (1)

273-275: Fix mutable default argument anti-pattern.

Using a mutable list as a default argument can cause unexpected behavior as the same list instance is reused across function calls.

sebs/openwhisk/openwhisk.py (1)

103-103: Mutable default argument issue already identified.

The mutable default argument issue has already been flagged in previous reviews and should be addressed as suggested.

🧹 Nitpick comments (13)
docs/Makefile (1)

1-21: Consider adding common phony targets for completeness.

The Makefile is functional but could benefit from standard targets that users expect in documentation projects.

Consider adding these common targets:

+.PHONY: help Makefile all clean test
+
+all: html
+
+clean:
+	@$(SPHINXBUILD) -M clean "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
+test:
+	@$(SPHINXBUILD) -M doctest "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
-.PHONY: help Makefile
sebs/azure/function.py (1)

99-99: Consider moving the import to module level.

The local import within the deserialize method could impact performance and readability.

Consider moving the import to the top of the file:

 from sebs.azure.config import AzureResources
 from sebs.faas.function import Function, FunctionConfig
+from sebs.azure.triggers import HTTPTrigger

Then update the deserialize method:

-        from sebs.azure.triggers import HTTPTrigger
-
         for trigger in cached_config["triggers"]:
sebs/local/deployment.py (1)

149-211: Complex but necessary shutdown logic - consider refactoring for clarity.

The shutdown method handles multiple responsibilities correctly but could benefit from being split into smaller, focused methods.

Consider extracting the memory measurement processing into a separate method:

+def _process_memory_measurements(self, output_json: str) -> None:
+    """Process and save memory measurement data."""
+    # Move lines 167-207 here
+
 def shutdown(self, output_json: str) -> None:
     """Shutdown the deployment and collect memory measurements."""
     if len(self._memory_measurement_pids) > 0:
         self.logging.info("Killing memory measurement processes")
         for proc in self._memory_measurement_pids:
             os.kill(proc, SIGKILL)
     
     if self._measurement_file is not None:
+        self._process_memory_measurements(output_json)
-        # Remove the large measurement processing block
     
     for func in self._functions:
         func.stop()
sebs/experiments/config.py (1)

77-85: Consider simplifying the flag check logic.

The current if-else logic can be simplified using the get method for better readability.

 def check_flag(self, key: str) -> bool:
     """Check if a flag is set.

     Args:
         key: Name of the flag to check

     Returns:
         Value of the flag, or False if the flag is not set
     """
-    return False if key not in self._flags else self._flags[key]
+    return self._flags.get(key, False)
sebs/experiments/eviction_model.py (2)

20-20: Remove unused import.

The typing.cast import is not used anywhere in the code and should be removed to keep imports clean.

Apply this fix:

-from typing import cast

410-410: Remove unused variable assignment.

The servers_ret variable is assigned but never used. The assignment can be removed since the result is not needed.

Apply this fix:

-    servers_ret = result.get()
+    result.get()
sebs/aws/s3.py (1)

271-274: Simplify control flow by removing unnecessary else.

The else clause after the return statement is unnecessary and can be simplified for better readability.

-        if bucket_name is not None:
-            return [bucket["Name"] for bucket in s3_buckets if bucket_name in bucket["Name"]]
-        else:
-            return [bucket["Name"] for bucket in s3_buckets]
+        if bucket_name is not None:
+            return [bucket["Name"] for bucket in s3_buckets if bucket_name in bucket["Name"]]
+        return [bucket["Name"] for bucket in s3_buckets]
sebs/storage/minio.py (2)

459-460: Improve exception chaining for better debugging.

Consider using exception chaining to preserve the original error context for better debugging.

 except minio.error.NoSuchBucket:
-    raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!")
+    raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!") from None

473-476: Simplify control flow by removing unnecessary else clause.

The else clause is unnecessary since the if block returns early.

 if bucket_name is not None:
     return [bucket.name for bucket in buckets if bucket_name in bucket.name]
-else:
-    return [bucket.name for bucket in buckets]
+return [bucket.name for bucket in buckets]
sebs/cache.py (4)

150-150: Consider using dictionary .get() method for cleaner code.

The static analysis suggests using .get() method instead of explicit if-else blocks for dictionary access.

-        return self.cached_config[cloud] if cloud in self.cached_config else None
+        return self.cached_config.get(cloud, None)

205-205: Consider using dictionary .get() method for cleaner code.

Similar to the previous suggestion, this can be simplified using the .get() method.

-                    return cfg[deployment] if deployment in cfg else None
+                    return cfg.get(deployment, None)

278-281: Remove unnecessary else after return.

The else clause is unnecessary after an explicit return statement.

         if cfg and language in cfg and not self.ignore_functions:
             return cfg[language]["functions"]
-        else:
-            return None
+        return None

385-503: Consider refactoring complex method to improve maintainability.

The add_code_package method has high complexity with many local variables and branches. Consider breaking it down into smaller helper methods for better readability and maintainability.

Potential helper methods could include:

  • _create_cache_directory_structure()
  • _copy_code_to_cache()
  • _create_package_config()
  • _merge_with_existing_config()
📜 Review details

Configuration used: CodeRabbit UI
Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between f6148cc and 7151de1.

📒 Files selected for processing (79)
  • docs/Makefile (1 hunks)
  • docs/source/api/modules.rst (1 hunks)
  • docs/source/api/sebs.aws.rst (1 hunks)
  • docs/source/api/sebs.azure.rst (1 hunks)
  • docs/source/api/sebs.experiments.rst (1 hunks)
  • docs/source/api/sebs.faas.rst (1 hunks)
  • docs/source/api/sebs.gcp.rst (1 hunks)
  • docs/source/api/sebs.local.rst (1 hunks)
  • docs/source/api/sebs.openwhisk.rst (1 hunks)
  • docs/source/api/sebs.rst (1 hunks)
  • docs/source/api/sebs.storage.rst (1 hunks)
  • docs/source/conf.py (1 hunks)
  • docs/source/index.rst (1 hunks)
  • sebs/aws/__init__.py (1 hunks)
  • sebs/aws/aws.py (18 hunks)
  • sebs/aws/config.py (15 hunks)
  • sebs/aws/container.py (5 hunks)
  • sebs/aws/dynamodb.py (9 hunks)
  • sebs/aws/function.py (6 hunks)
  • sebs/aws/resources.py (4 hunks)
  • sebs/aws/s3.py (7 hunks)
  • sebs/aws/triggers.py (4 hunks)
  • sebs/azure/__init__.py (1 hunks)
  • sebs/azure/azure.py (17 hunks)
  • sebs/azure/blob_storage.py (7 hunks)
  • sebs/azure/cli.py (6 hunks)
  • sebs/azure/cloud_resources.py (2 hunks)
  • sebs/azure/config.py (18 hunks)
  • sebs/azure/cosmosdb.py (2 hunks)
  • sebs/azure/function.py (1 hunks)
  • sebs/azure/triggers.py (2 hunks)
  • sebs/benchmark.py (8 hunks)
  • sebs/cache.py (14 hunks)
  • sebs/config.py (4 hunks)
  • sebs/experiments/__init__.py (1 hunks)
  • sebs/experiments/config.py (4 hunks)
  • sebs/experiments/environment.py (5 hunks)
  • sebs/experiments/eviction_model.py (10 hunks)
  • sebs/experiments/experiment.py (2 hunks)
  • sebs/experiments/invocation_overhead.py (9 hunks)
  • sebs/experiments/network_ping_pong.py (5 hunks)
  • sebs/experiments/perf_cost.py (11 hunks)
  • sebs/experiments/result.py (4 hunks)
  • sebs/experiments/startup_time.py (1 hunks)
  • sebs/faas/function.py (12 hunks)
  • sebs/faas/nosql.py (5 hunks)
  • sebs/faas/storage.py (2 hunks)
  • sebs/faas/system.py (14 hunks)
  • sebs/gcp/__init__.py (1 hunks)
  • sebs/gcp/cli.py (4 hunks)
  • sebs/gcp/config.py (8 hunks)
  • sebs/gcp/datastore.py (6 hunks)
  • sebs/gcp/function.py (2 hunks)
  • sebs/gcp/gcp.py (19 hunks)
  • sebs/gcp/resources.py (7 hunks)
  • sebs/gcp/storage.py (4 hunks)
  • sebs/gcp/triggers.py (3 hunks)
  • sebs/local/__init__.py (1 hunks)
  • sebs/local/config.py (5 hunks)
  • sebs/local/deployment.py (4 hunks)
  • sebs/local/function.py (6 hunks)
  • sebs/local/local.py (10 hunks)
  • sebs/local/measureMem.py (3 hunks)
  • sebs/openwhisk/__init__.py (1 hunks)
  • sebs/openwhisk/config.py (6 hunks)
  • sebs/openwhisk/container.py (3 hunks)
  • sebs/openwhisk/function.py (3 hunks)
  • sebs/openwhisk/openwhisk.py (14 hunks)
  • sebs/openwhisk/triggers.py (2 hunks)
  • sebs/regression.py (19 hunks)
  • sebs/sebs.py (10 hunks)
  • sebs/statistics.py (1 hunks)
  • sebs/storage/__init__.py (1 hunks)
  • sebs/storage/config.py (4 hunks)
  • sebs/storage/minio.py (8 hunks)
  • sebs/storage/resources.py (8 hunks)
  • sebs/storage/scylladb.py (11 hunks)
  • sebs/types.py (2 hunks)
  • sebs/utils.py (11 hunks)
✅ Files skipped from review due to trivial changes (3)
  • sebs/azure/cloud_resources.py
  • docs/source/api/sebs.openwhisk.rst
  • sebs/openwhisk/triggers.py
🚧 Files skipped from review as they are similar to previous changes (47)
  • docs/source/index.rst
  • docs/source/api/sebs.aws.rst
  • sebs/aws/init.py
  • sebs/experiments/init.py
  • sebs/azure/init.py
  • sebs/types.py
  • docs/source/api/modules.rst
  • sebs/local/init.py
  • docs/source/api/sebs.faas.rst
  • sebs/storage/init.py
  • docs/source/api/sebs.azure.rst
  • sebs/gcp/init.py
  • docs/source/api/sebs.storage.rst
  • sebs/openwhisk/init.py
  • sebs/local/measureMem.py
  • sebs/faas/nosql.py
  • sebs/faas/storage.py
  • docs/source/api/sebs.gcp.rst
  • sebs/aws/function.py
  • sebs/aws/resources.py
  • docs/source/api/sebs.rst
  • sebs/experiments/experiment.py
  • sebs/local/function.py
  • sebs/azure/cosmosdb.py
  • docs/source/api/sebs.local.rst
  • sebs/statistics.py
  • sebs/openwhisk/container.py
  • docs/source/conf.py
  • sebs/experiments/startup_time.py
  • docs/source/api/sebs.experiments.rst
  • sebs/storage/resources.py
  • sebs/local/config.py
  • sebs/experiments/result.py
  • sebs/gcp/resources.py
  • sebs/aws/container.py
  • sebs/aws/triggers.py
  • sebs/aws/dynamodb.py
  • sebs/gcp/config.py
  • sebs/config.py
  • sebs/experiments/perf_cost.py
  • sebs/gcp/triggers.py
  • sebs/aws/aws.py
  • sebs/openwhisk/config.py
  • sebs/azure/config.py
  • sebs/experiments/environment.py
  • sebs/sebs.py
  • sebs/local/local.py
🧰 Additional context used
🪛 Pylint (3.3.7)
sebs/azure/function.py

[refactor] 44-44: Too many arguments (6/5)

(R0913)


[refactor] 44-44: Too many positional arguments (6/5)

(R0917)

sebs/aws/config.py

[refactor] 188-188: Too many instance attributes (8/7)

(R0902)

sebs/aws/s3.py

[refactor] 271-274: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

sebs/azure/azure.py

[refactor] 423-423: Too many local variables (21/15)

(R0914)

sebs/benchmark.py

[refactor] 146-146: Too many instance attributes (26/7)

(R0902)


[refactor] 255-259: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)


[refactor] 146-146: Too many public methods (37/20)

(R0904)

sebs/cache.py

[refactor] 169-169: Consider using 'with' for resource-allocating operations

(R1732)


[refactor] 278-281: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)


[refactor] 385-385: Too many local variables (19/15)

(R0914)


[refactor] 385-385: Too many branches (13/12)

(R0912)

sebs/experiments/config.py

[refactor] 20-20: Too many instance attributes (8/7)

(R0902)

sebs/experiments/eviction_model.py

[refactor] 319-319: Too many local variables (28/15)

(R0914)

sebs/experiments/invocation_overhead.py

[refactor] 92-92: Too few public methods (1/2)

(R0903)


[refactor] 364-364: Too many local variables (25/15)

(R0914)

sebs/experiments/network_ping_pong.py

[refactor] 161-161: Too many local variables (21/15)

(R0914)

sebs/faas/function.py

[refactor] 78-78: Too few public methods (1/2)

(R0903)


[refactor] 114-114: Too few public methods (1/2)

(R0903)


[error] 695-695: Class 'FunctionConfig' has no 'dataclass_fields' member

(E1101)

sebs/faas/system.py

[refactor] 245-245: Too many arguments (8/5)

(R0913)


[refactor] 245-245: Too many positional arguments (8/5)

(R0917)


[error] 431-431: Possibly using variable 'code_location' before assignment

(E0606)

sebs/gcp/datastore.py

[refactor] 193-193: Too many arguments (6/5)

(R0913)


[refactor] 193-193: Too many positional arguments (6/5)

(R0917)

sebs/gcp/function.py

[refactor] 34-34: Too many arguments (6/5)

(R0913)


[refactor] 34-34: Too many positional arguments (6/5)

(R0917)

sebs/gcp/gcp.py

[refactor] 70-70: Too many arguments (6/5)

(R0913)


[refactor] 70-70: Too many positional arguments (6/5)

(R0917)


[refactor] 747-747: Too many arguments (6/5)

(R0913)


[refactor] 747-747: Too many positional arguments (6/5)

(R0917)


[refactor] 747-747: Too many local variables (37/15)

(R0914)

sebs/local/deployment.py

[refactor] 149-149: Too many branches (13/12)

(R0912)

sebs/openwhisk/function.py

[error] 59-59: Class 'OpenWhiskFunctionConfig' has no 'dataclass_fields' member

(E1101)

sebs/regression.py

[error] 306-306: Instance of 'AWSTestSequencePython' has no 'client' member

(E1101)


[error] 308-308: Instance of 'AWSTestSequencePython' has no 'client' member

(E1101)


[error] 359-359: Instance of 'AWSTestSequenceNodejs' has no 'client' member

(E1101)


[error] 361-361: Instance of 'AWSTestSequenceNodejs' has no 'client' member

(E1101)


[error] 415-415: Class 'AzureTestSequencePython' has no 'lock' member

(E1101)


[error] 435-435: Instance of 'AzureTestSequencePython' has no 'client' member

(E1101)


[error] 437-437: Instance of 'AzureTestSequencePython' has no 'client' member

(E1101)


[error] 494-494: Class 'AzureTestSequenceNodejs' has no 'lock' member

(E1101)


[error] 497-497: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 511-511: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 513-513: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 565-565: Instance of 'GCPTestSequencePython' has no 'client' member

(E1101)


[error] 567-567: Instance of 'GCPTestSequencePython' has no 'client' member

(E1101)


[error] 618-618: Instance of 'GCPTestSequenceNodejs' has no 'client' member

(E1101)


[error] 620-620: Instance of 'GCPTestSequenceNodejs' has no 'client' member

(E1101)


[error] 680-680: Instance of 'OpenWhiskTestSequencePython' has no 'client' member

(E1101)


[error] 682-682: Instance of 'OpenWhiskTestSequencePython' has no 'client' member

(E1101)


[error] 742-742: Instance of 'OpenWhiskTestSequenceNodejs' has no 'client' member

(E1101)


[error] 744-744: Instance of 'OpenWhiskTestSequenceNodejs' has no 'client' member

(E1101)


[error] 748-748: Class 'OpenWhiskTestSequenceNodejs' has no 'lock' member

(E1101)


[refactor] 755-755: Too few public methods (1/2)

(R0903)

sebs/storage/config.py

[refactor] 58-58: Too many instance attributes (10/7)

(R0902)


[error] 100-100: Class 'MinioConfig' has no 'dataclass_fields' member

(E1101)


[error] 119-119: Class 'MinioConfig' has no 'dataclass_fields' member

(E1101)


[refactor] 173-173: Too many instance attributes (11/7)

(R0902)


[error] 217-217: Class 'ScyllaDBConfig' has no 'dataclass_fields' member

(E1101)


[error] 234-234: Class 'ScyllaDBConfig' has no 'dataclass_fields' member

(E1101)

sebs/storage/minio.py

[refactor] 473-476: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

sebs/utils.py

[refactor] 85-88: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

🪛 checkmake (0.2.2)
docs/Makefile

[warning] 15-15: Missing required phony target "all"

(minphony)


[warning] 15-15: Missing required phony target "clean"

(minphony)


[warning] 15-15: Missing required phony target "test"

(minphony)

🪛 Ruff (0.11.9)
sebs/aws/s3.py

112-112: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/azure/azure.py

424-424: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/azure/blob_storage.py

90-90: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/azure/cli.py

35-35: typing.Optional imported but unused

Remove unused import: typing.Optional

(F401)

sebs/cache.py

150-150: Use self.cached_config.get(cloud, None) instead of an if block

Replace with self.cached_config.get(cloud, None)

(SIM401)


205-205: Use cfg.get(deployment, None) instead of an if block

Replace with cfg.get(deployment, None)

(SIM401)

sebs/experiments/config.py

85-85: Use self._flags.get(key, False) instead of an if block

Replace with self._flags.get(key, False)

(SIM401)

sebs/experiments/eviction_model.py

20-20: typing.cast imported but unused

Remove unused import: typing.cast

(F401)


410-410: Local variable servers_ret is assigned to but never used

Remove assignment to unused variable servers_ret

(F841)

sebs/faas/system.py

231-231: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/gcp/cli.py

21-21: typing.Union imported but unused

Remove unused import: typing.Union

(F401)

sebs/gcp/gcp.py

135-135: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)


637-637: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/gcp/storage.py

97-97: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/openwhisk/openwhisk.py

103-103: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/storage/config.py

100-100: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)


217-217: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

sebs/storage/minio.py

274-274: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)


460-460: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

sebs/storage/scylladb.py

185-185: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


188-188: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

sebs/utils.py

161-161: Loop control variable files not used within loop body

Rename unused files to _files

(B007)

🪛 Flake8 (7.2.0)
sebs/azure/cli.py

[error] 35-35: 'typing.Optional' imported but unused

(F401)

sebs/experiments/eviction_model.py

[error] 20-20: 'typing.cast' imported but unused

(F401)


[error] 410-410: local variable 'servers_ret' is assigned to but never used

(F841)

sebs/gcp/cli.py

[error] 21-21: 'typing.Union' imported but unused

(F401)

🪛 Gitleaks (8.26.0)
sebs/gcp/storage.py

153-153: Detected a Generic API Key, potentially exposing access to various services and sensitive operations.

(generic-api-key)

🔇 Additional comments (50)
sebs/azure/function.py (1)

44-62: LGTM - Well-documented constructor with necessary parameters.

The constructor is well-documented with clear parameter descriptions. While static analysis flags the number of arguments, all parameters are necessary for Azure Function configuration.

sebs/azure/triggers.py (2)

1-27: Excellent module documentation with clear examples.

The comprehensive docstring with usage examples greatly improves the module's usability.


35-76: Well-designed base class with proper property management.

The AzureTrigger base class provides good abstraction with proper getter/setter for the storage account property.

sebs/local/deployment.py (3)

1-16: Excellent comprehensive module documentation.

The detailed module docstring clearly explains the purpose, responsibilities, and structure of the deployment management functionality.


32-44: Well-documented class with clear attribute descriptions.

The class docstring provides excellent context for the Deployment class's role and attributes.


121-133: Clarify the deprecation status of the deserialize method.

The note suggests this method may be deprecated but doesn't provide clear guidance.

Please verify if this method is still in use:

#!/bin/bash
# Search for usage of Deployment.deserialize in the codebase
rg "Deployment\.deserialize" --type py -A 3 -B 3

If it's truly deprecated, consider adding a proper deprecation warning or removing it entirely.

sebs/gcp/storage.py (2)

1-16: Excellent comprehensive module documentation with clear examples.

The detailed module docstring with usage examples greatly improves the module's usability and understanding.


31-41: Well-documented GCPStorage class with clear attribute descriptions.

The class docstring provides excellent context for the GCP storage implementation's capabilities and attributes.

sebs/gcp/cli.py (2)

1-17: Excellent module-level documentation!

The comprehensive module docstring clearly explains the purpose, classes, and usage example. This greatly improves code maintainability and understanding.


31-149: Outstanding class documentation and type annotations!

The class docstring and method docstrings are comprehensive and well-structured. The type annotations improve code clarity and IDE support. All methods are properly documented with parameters, return values, and exceptions.

sebs/gcp/function.py (2)

1-15: Excellent module documentation.

The module docstring provides a clear overview of the module's purpose and classes, improving code understanding.


25-126: Outstanding class documentation and type improvements.

The comprehensive class and method docstrings, along with improved type annotations, significantly enhance code maintainability. The documentation clearly explains the GCP-specific functionality and usage patterns.

sebs/experiments/config.py (2)

1-48: Excellent documentation coverage.

The comprehensive module and class docstrings, along with detailed attribute documentation, significantly improve code understanding and maintainability.


128-190: Excellent method documentation and implementation.

The serialize/deserialize methods are well-documented with clear explanations of their purpose and behavior. The inline comments explaining circular import avoidance and conditional loading are helpful.

sebs/experiments/network_ping_pong.py (2)

1-12: Outstanding module documentation.

The comprehensive module docstring clearly explains the experiment's purpose and the specific metrics it measures, making it easy to understand the experiment's goals.


35-235: Excellent class documentation and type annotations.

The class and method docstrings are comprehensive and well-structured. The documentation clearly explains the experiment workflow, from preparation through execution to result processing. The type annotations improve code clarity.

sebs/openwhisk/function.py (3)

1-10: Excellent module documentation.

The comprehensive module docstring clearly explains the OpenWhisk-specific implementations and their purpose within the SeBS framework.


14-14: Good improvement in type annotations.

The change from generic dict to Dict[str, Any] provides better type safety and clarity.


24-179: Outstanding class documentation and type improvements.

The comprehensive docstrings for both dataclass and function class, along with detailed method documentation, significantly enhance code maintainability. The type annotations are properly improved throughout.

sebs/azure/blob_storage.py (1)

1-26: Excellent documentation improvements!

The comprehensive module-level docstring provides clear context about the Azure Blob Storage implementation, its purpose within SeBS, and includes a helpful usage example. This greatly improves the module's usability and maintainability.

sebs/utils.py (1)

1-10: Outstanding documentation enhancements!

The module-level docstring provides an excellent overview of the utility functions and classes available in this module. The comprehensive documentation across all functions and classes significantly improves code clarity and maintainability.

sebs/benchmark.py (2)

1-7: Exemplary module documentation!

The module-level docstring provides clear context about benchmark handling, code packaging, and caching mechanisms. This comprehensive documentation significantly enhances the understandability of this core module.


989-989: Good defensive programming practice.

The assertion ensures _benchmark_data_path is not None before use, which helps catch potential configuration issues early and provides clearer error messages.

sebs/storage/config.py (2)

1-16: Excellent module documentation structure!

The comprehensive module-level docstring provides clear context about storage configuration classes, their hierarchy, and common functionality. The documentation of abstract base classes and concrete implementations is well-structured and informative.


57-77: Comprehensive class documentation!

The detailed docstring for MinioConfig provides excellent context about MinIO's role as S3-compatible storage and clearly documents all attributes. This level of documentation significantly improves the maintainability of the configuration system.

sebs/experiments/eviction_model.py (1)

1-11: Outstanding experiment documentation!

The comprehensive module-level docstring clearly explains the purpose and methodology of the EvictionModel experiment. This documentation provides excellent context for understanding container eviction behavior measurement in serverless platforms.

sebs/azure/cli.py (1)

1-29: Excellent documentation additions!

The comprehensive docstrings added throughout the module significantly improve code clarity and maintainability. The module-level docstring with example usage, class documentation, and method docstrings all follow good documentation practices and provide clear explanations of functionality, parameters, and return values.

Also applies to: 44-67, 96-96, 108-129, 140-152, 163-177, 187-201

sebs/experiments/invocation_overhead.py (1)

1-14: Outstanding documentation enhancement!

The comprehensive docstrings added across all classes and methods significantly improve the module's clarity and usability. The module-level documentation clearly explains the experiment's purpose, and the class/method docstrings provide detailed information about functionality, parameters, and return values. This will greatly help users understand the invocation overhead measurement capabilities.

Also applies to: 33-45, 47-55, 79-85, 93-108, 134-157, 161-171, 207-215, 289-302, 364-386, 455-468

sebs/faas/function.py (1)

1-13: Exceptional documentation work!

The comprehensive docstrings added throughout this core module provide excellent clarity on the serverless function execution model. The documentation covers all key abstractions including execution results, triggers, runtime configurations, and function management. This significantly enhances the module's maintainability and usability.

Note: The pylint warning about __dataclass_fields__ on line 695 is a false positive - dataclasses do have this attribute at runtime.

Also applies to: 31-72, 79-108, 115-147, 154-246, 253-337, 350-515, 520-585, 590-622, 632-706, 711-881

sebs/aws/config.py (1)

1-12: Excellent AWS configuration documentation!

The comprehensive docstrings added throughout the AWS configuration module provide clear explanations of credential management, resource handling, and serialization processes. The documentation properly covers the complex AWS-specific functionality including ECR repositories, IAM roles, and HTTP APIs. This significantly improves the module's maintainability and ease of use.

Also applies to: 30-53, 68-99, 104-134, 171-183, 189-275, 286-344, 385-468, 479-533, 548-577, 591-622, 646-673, 678-701, 707-754

sebs/aws/s3.py (1)

1-9: Excellent S3 storage documentation!

The comprehensive docstrings added throughout the S3 storage implementation provide clear explanations of bucket management, file operations, and caching functionality. The documentation significantly improves understanding of the AWS S3 integration within the SeBS framework.

Also applies to: 23-40, 44-67, 79-108, 114-189, 206-295

sebs/regression.py (3)

1-17: Excellent comprehensive module documentation.

The module-level docstring provides clear overview of the regression testing framework, supported platforms, and key features. This greatly improves code maintainability and usability.


73-83: Well-documented metaclass functionality.

The docstring clearly explains the dynamic test generation pattern and naming convention, making this complex metaclass easier to understand and maintain.


153-165: Clear test execution flow documentation.

The detailed step-by-step explanation of test execution (setup, deployment, invocation, verification) makes the test logic transparent and debuggable.

sebs/gcp/datastore.py (3)

1-17: Excellent module documentation with practical examples.

The comprehensive module docstring includes clear class descriptions and usage examples, making the Firestore/Datastore integration much more accessible to developers.


32-41: Well-documented resource configuration class.

The docstring clearly explains the purpose of tracking database resources and the dynamic allocation pattern for the database client.


70-80: Comprehensive class documentation.

The class-level docstring provides excellent overview of the Firestore/Datastore implementation, including key attributes and functionality.

sebs/azure/azure.py (2)

1-33: Outstanding module documentation with practical examples.

The comprehensive module docstring provides excellent overview of Azure integration features, usage patterns, and example code. This significantly improves developer experience.


64-76: Well-structured class documentation.

The class-level docstring clearly explains the Azure implementation's role and key attributes, providing good context for developers working with Azure Functions.

sebs/storage/scylladb.py (3)

1-11: Excellent module documentation.

The comprehensive module docstring clearly explains the ScyllaDB integration, Alternator API usage, and DynamoDB compatibility, providing valuable context for developers.


33-47: Well-documented class with clear attribute descriptions.

The class-level docstring provides excellent overview of ScyllaDB functionality and clearly documents all key attributes and their purposes.


112-125: Comprehensive method documentation for container lifecycle.

The detailed docstring explains the ScyllaDB startup process, resource configuration, and error handling, making the container management logic clear.

sebs/gcp/gcp.py (2)

1-26: Excellent module-level documentation!

The comprehensive module docstring clearly explains the GCP system implementation, its responsibilities, and provides a helpful usage example. This significantly improves code maintainability and developer experience.


57-68: Outstanding class documentation!

The detailed class docstring provides clear information about the GCP system's purpose, capabilities, and key attributes. This makes the codebase much more accessible to new developers.

sebs/faas/system.py (2)

1-9: Excellent module documentation!

The comprehensive module docstring clearly explains the System abstract base class and its role in the FaaS abstraction layer. This provides valuable context for developers working with different cloud platforms.


29-53: Outstanding abstract class documentation!

The detailed class docstring thoroughly documents the System class responsibilities, handled operations, and key attributes. This makes the abstract interface much clearer for implementers of concrete subclasses.

sebs/storage/minio.py (2)

1-8: Excellent module documentation!

The comprehensive module docstring clearly explains the MinIO storage implementation and its role in providing S3-compatible local storage for benchmarking. This greatly improves code clarity.


28-39: Outstanding class documentation!

The detailed class docstring thoroughly explains the MinIO storage class, its capabilities, and key attributes. This makes the storage backend implementation much more accessible.

sebs/openwhisk/openwhisk.py (1)

1-648: Excellent documentation enhancement!

The comprehensive addition of docstrings across the entire OpenWhisk class significantly improves code maintainability and usability. The documentation follows good practices with proper parameter descriptions, return values, and exception handling details.

sebs/cache.py (1)

1-661: Outstanding documentation and type safety improvements!

The comprehensive addition of docstrings, type annotations, and improved file handling significantly enhances code quality and maintainability. The documentation is thorough and follows excellent practices.

Comment on lines 122 to 135
def async_invoke(self, payload: dict) -> concurrent.futures.Future:
"""Asynchronously invoke Azure Function via HTTP.

Submits function invocation to a thread pool for parallel execution.

Args:
payload: Dictionary payload to send to the function

Returns:
Future object that can be used to retrieve the result.
"""
pool = concurrent.futures.ThreadPoolExecutor()
fut = pool.submit(self.sync_invoke, payload)
return fut
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⚠️ Potential issue

Fix resource management in async_invoke method.

The ThreadPoolExecutor is created but not properly managed, which can lead to resource leaks.

Apply this fix to properly manage the thread pool:

 def async_invoke(self, payload: dict) -> concurrent.futures.Future:
     """Asynchronously invoke Azure Function via HTTP.

     Submits function invocation to a thread pool for parallel execution.

     Args:
         payload: Dictionary payload to send to the function

     Returns:
         Future object that can be used to retrieve the result.
     """
-    pool = concurrent.futures.ThreadPoolExecutor()
-    fut = pool.submit(self.sync_invoke, payload)
-    return fut
+    with concurrent.futures.ThreadPoolExecutor() as pool:
+        fut = pool.submit(self.sync_invoke, payload)
+        return fut

Alternatively, consider using a class-level thread pool if multiple async invocations are expected.

Committable suggestion skipped: line range outside the PR's diff.

🤖 Prompt for AI Agents
In sebs/azure/triggers.py around lines 122 to 135, the async_invoke method
creates a ThreadPoolExecutor without properly managing its lifecycle, causing
potential resource leaks. To fix this, ensure the ThreadPoolExecutor is either
used within a context manager (with statement) to automatically shut it down
after use, or refactor the code to use a class-level ThreadPoolExecutor that is
created once and reused for multiple async_invoke calls, properly shutting it
down when no longer needed.

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Actionable comments posted: 1

🧹 Nitpick comments (2)
config/local_deployment.json (2)

2-50: Standardize key naming conventions.

The config mixes snake_case (update_code, download_results) with kebab-case (network-ping-pong, perf-cost). Choose one style for all keys to improve readability and reduce lookup errors.


1-101: Document this config in the Sphinx docs.

Users need clear guidance on how to create and customize local_deployment.json. Add a section under docs/source describing each field, default values, and how to override them (e.g., via environment variables or a template file).

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📒 Files selected for processing (1)
  • config/local_deployment.json (1 hunks)
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🪛 Gitleaks (8.26.0)
config/local_deployment.json

70-70: Detected a Generic API Key, potentially exposing access to various services and sensitive operations.

(generic-api-key)


71-71: Detected a Generic API Key, potentially exposing access to various services and sensitive operations.

(generic-api-key)

@mcopik mcopik force-pushed the feature/docs branch 4 times, most recently from f7e1c13 to 49127b1 Compare June 23, 2025 17:33
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Actionable comments posted: 2

🔭 Outside diff range comments (2)
sebs/experiments/eviction_model.py (2)

318-434: Refactor the run method to reduce complexity.

The method has 27 local variables (exceeding the recommended 15) and handles multiple responsibilities including server setup, parallel execution coordination, and result collection. This makes it difficult to understand, test, and maintain.

Consider breaking this method into smaller, focused methods:

def run(self) -> None:
    """Execute the eviction model experiment."""
    settings = self._get_experiment_settings()
    results = self._initialize_results()
    
    with multiprocessing.Pool(processes=(settings['invocations'] + len(self.times))) as pool:
        for repetition in range(settings['repetitions']):
            self._run_single_repetition(pool, repetition, settings, results)
    
    self._save_results(results, settings)

def _get_experiment_settings(self) -> Dict[str, Any]:
    """Extract and prepare experiment settings."""
    # Move settings extraction logic here

def _initialize_results(self) -> Dict[int, List[List[Dict[str, Any]]]]:
    """Initialize results data structure."""
    # Move results initialization logic here

def _run_single_repetition(self, pool, repetition: int, settings: Dict[str, Any], results: Dict) -> None:
    """Execute a single repetition of the experiment."""
    # Move single repetition logic here

def _save_results(self, results: Dict, settings: Dict[str, Any]) -> None:
    """Save experiment results to file."""
    # Move result saving logic here

347-352: Clean up logging handler manipulation.

The commented-out code and direct manipulation of _logging_handlers suggests incomplete refactoring. This approach is fragile and may break if the internal structure changes.

Consider implementing a cleaner approach:

-        # Disable logging - otherwise we have RLock that can't get be pickled
-        for func in functions:
-            # func.disable_logging()
-            for tr in func.triggers_all():
-                del tr._logging_handlers
-        # self.disable_logging()
-        # del self.logging
+        # Disable logging for multiprocessing compatibility
+        for func in functions:
+            func.disable_logging()
+            for tr in func.triggers_all():
+                tr.disable_logging()
♻️ Duplicate comments (5)
sebs/azure/blob_storage.py (1)

88-103: Critical: Fix unresolved mutable default argument issue.

This mutable default argument issue was previously flagged but remains unresolved. Using a mutable list [] as a default argument can lead to unexpected behavior where the same list object is reused across multiple function calls.

Apply this fix:

def _create_bucket(
-    self, name: str, containers: List[str] = [], randomize_name: bool = False
+    self, name: str, containers: List[str] = None, randomize_name: bool = False
) -> str:

And add this at the beginning of the method:

+    if containers is None:
+        containers = []
sebs/azure/azure.py (1)

423-439: Critical: Fix unresolved mutable default argument issue.

This mutable default argument issue was previously flagged but remains unresolved. Using a mutable dictionary {} as a default argument can cause shared state issues across function calls.

Apply this fix:

def update_envs(
-    self, function: Function, code_package: Benchmark, env_variables: dict = {}
+    self, function: Function, code_package: Benchmark, env_variables: Optional[Dict[str, Any]] = None
) -> None:

Then initialize within the function:

+    if env_variables is None:
+        env_variables = {}
     envs = {}
sebs/gcp/storage.py (1)

96-98: Fix mutable default argument.

This is a duplicate of a previous review comment. Using a mutable list as a default argument can lead to unexpected behavior when the list is modified between function calls.

Apply this fix:

-def _create_bucket(self, name: str, buckets: List[str] = [], randomize_name: bool = False) -> str:
+def _create_bucket(self, name: str, buckets: List[str] = None, randomize_name: bool = False) -> str:
    """Create a new Cloud Storage bucket or return existing one."""
+   if buckets is None:
+       buckets = []
sebs/storage/scylladb.py (1)

185-185: Fix exception chaining in error handling.

The exception handling should chain the original exceptions to preserve the error context and provide better debugging information.

Apply this diff to improve exception handling:

        except docker.errors.APIError as e:
            self.logging.error("Starting ScyllaDB storage failed! Reason: {}".format(e))
-            raise RuntimeError("Starting ScyllaDB storage unsuccessful")
+            raise RuntimeError("Starting ScyllaDB storage unsuccessful") from e
        except Exception as e:
            self.logging.error("Starting ScyllaDB storage failed! Unknown error: {}".format(e))
-            raise RuntimeError("Starting ScyllaDB storage unsuccessful")
+            raise RuntimeError("Starting ScyllaDB storage unsuccessful") from e

Also applies to: 188-188

sebs/storage/minio.py (1)

275-275: Fix mutable default argument.

Using a mutable list as a default argument can cause unexpected behavior as the same list instance is reused across function calls.

Apply this fix:

-def _create_bucket(self, name: str, buckets: List[str] = [], randomize_name: bool = False) -> str:
+def _create_bucket(self, name: str, buckets: Optional[List[str]] = None, randomize_name: bool = False) -> str:

Then initialize within the function:

+    if buckets is None:
+        buckets = []
     # Check if bucket already exists
     for bucket_name in buckets:
🧹 Nitpick comments (9)
sebs/experiments/eviction_model.py (2)

195-195: Consider removing debug print statement.

This print statement appears to be for debugging purposes and may not be appropriate for production code.

Consider logging this information instead or removing it entirely:

-        print(f"PID {pid} TID {tid} with time {sleep_time}, sleep {seconds_sleep}")
+        # Optionally log this information instead
+        # logging.debug(f"PID {pid} TID {tid} with time {sleep_time}, sleep {seconds_sleep}")

372-374: Remove commented-out code blocks.

Large blocks of commented-out code create maintenance overhead and reduce code readability. If this code might be needed in the future, consider moving it to documentation or version control history.

Remove the commented-out code blocks or convert important parts to proper documentation if they serve as examples or future implementation notes.

Also applies to: 426-434

sebs/azure/function.py (1)

44-62: Consider reducing constructor parameters for better maintainability.

While the current constructor is functional, having 6 parameters (including self) approaches the complexity threshold. Consider using a configuration object or builder pattern for better maintainability.

Example refactor using a configuration object:

+@dataclass
+class AzureFunctionConfig:
+    name: str
+    benchmark: str
+    code_hash: str
+    function_storage: AzureResources.Storage
+    cfg: FunctionConfig

 def __init__(
     self,
-    name: str,
-    benchmark: str,
-    code_hash: str,
-    function_storage: AzureResources.Storage,
-    cfg: FunctionConfig,
+    config: AzureFunctionConfig,
 ) -> None:
.readthedocs.yaml (2)

20-20: Remove trailing spaces.

Line 20 has trailing whitespace that should be removed.

-python: 
+python:

28-29: Remove excessive blank lines.

Only one blank line is needed at the end of the file.

-
-
+
sebs/storage/config.py (2)

100-100: Optimize dictionary key checking.

Use direct key membership testing instead of checking keys explicitly for better performance.

-        for key in MinioConfig.__dataclass_fields__.keys():
+        for key in MinioConfig.__dataclass_fields__:

217-217: Optimize dictionary key checking.

Use direct key membership testing instead of checking keys explicitly for better performance.

-        for key in ScyllaDBConfig.__dataclass_fields__.keys():
+        for key in ScyllaDBConfig.__dataclass_fields__:
sebs/storage/minio.py (2)

461-461: Consider adding exception chaining for better error context.

The exception handling loses the original error context. Consider chaining the exception to preserve debugging information.

Apply this improvement:

        except minio.error.NoSuchBucket:
-            raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!")
+            raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!") from None

Note: Using from None is appropriate here since the original exception type is already clear from the context.


474-477: Simplify conditional logic by removing unnecessary else clause.

The else clause after a return statement is unnecessary and can be simplified for better readability.

Apply this refactor:

    def list_buckets(self, bucket_name: Optional[str] = None) -> List[str]:
        buckets = self.connection.list_buckets()
        if bucket_name is not None:
            return [bucket.name for bucket in buckets if bucket_name in bucket.name]
-        else:
-            return [bucket.name for bucket in buckets]
+        return [bucket.name for bucket in buckets]
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Reviewing files that changed from the base of the PR and between 9b03438 and 5f53912.

📒 Files selected for processing (27)
  • .readthedocs.yaml (1 hunks)
  • requirements.docs.txt (1 hunks)
  • sebs/azure/__init__.py (1 hunks)
  • sebs/azure/azure.py (17 hunks)
  • sebs/azure/blob_storage.py (7 hunks)
  • sebs/azure/cli.py (6 hunks)
  • sebs/azure/config.py (18 hunks)
  • sebs/azure/cosmosdb.py (2 hunks)
  • sebs/azure/function.py (1 hunks)
  • sebs/azure/triggers.py (2 hunks)
  • sebs/experiments/eviction_model.py (10 hunks)
  • sebs/faas/nosql.py (5 hunks)
  • sebs/gcp/__init__.py (1 hunks)
  • sebs/gcp/cli.py (4 hunks)
  • sebs/gcp/config.py (8 hunks)
  • sebs/gcp/datastore.py (6 hunks)
  • sebs/gcp/function.py (2 hunks)
  • sebs/gcp/resources.py (7 hunks)
  • sebs/gcp/storage.py (4 hunks)
  • sebs/gcp/triggers.py (3 hunks)
  • sebs/openwhisk/container.py (3 hunks)
  • sebs/openwhisk/triggers.py (2 hunks)
  • sebs/regression.py (19 hunks)
  • sebs/storage/__init__.py (1 hunks)
  • sebs/storage/config.py (4 hunks)
  • sebs/storage/minio.py (8 hunks)
  • sebs/storage/scylladb.py (11 hunks)
✅ Files skipped from review due to trivial changes (2)
  • sebs/azure/triggers.py
  • requirements.docs.txt
🚧 Files skipped from review as they are similar to previous changes (13)
  • sebs/storage/init.py
  • sebs/azure/init.py
  • sebs/faas/nosql.py
  • sebs/gcp/init.py
  • sebs/azure/cosmosdb.py
  • sebs/gcp/cli.py
  • sebs/openwhisk/container.py
  • sebs/openwhisk/triggers.py
  • sebs/gcp/resources.py
  • sebs/gcp/triggers.py
  • sebs/azure/cli.py
  • sebs/gcp/config.py
  • sebs/azure/config.py
🧰 Additional context used
🪛 YAMLlint (1.37.1)
.readthedocs.yaml

[warning] 15-15: wrong indentation: expected 2 but found 3

(indentation)


[error] 20-20: trailing spaces

(trailing-spaces)


[warning] 28-28: too many blank lines

(1 > 0) (empty-lines)

🪛 Pylint (3.3.7)
sebs/azure/function.py

[refactor] 44-44: Too many arguments (6/5)

(R0913)


[refactor] 44-44: Too many positional arguments (6/5)

(R0917)

sebs/azure/azure.py

[refactor] 423-423: Too many local variables (21/15)

(R0914)

sebs/experiments/eviction_model.py

[refactor] 318-318: Too many local variables (27/15)

(R0914)

sebs/gcp/datastore.py

[refactor] 193-193: Too many arguments (6/5)

(R0913)


[refactor] 193-193: Too many positional arguments (6/5)

(R0917)

sebs/gcp/function.py

[refactor] 34-34: Too many arguments (6/5)

(R0913)


[refactor] 34-34: Too many positional arguments (6/5)

(R0917)

sebs/regression.py

[error] 306-306: Instance of 'AWSTestSequencePython' has no 'client' member

(E1101)


[error] 308-308: Instance of 'AWSTestSequencePython' has no 'client' member

(E1101)


[error] 359-359: Instance of 'AWSTestSequenceNodejs' has no 'client' member

(E1101)


[error] 361-361: Instance of 'AWSTestSequenceNodejs' has no 'client' member

(E1101)


[error] 415-415: Class 'AzureTestSequencePython' has no 'lock' member

(E1101)


[error] 435-435: Instance of 'AzureTestSequencePython' has no 'client' member

(E1101)


[error] 437-437: Instance of 'AzureTestSequencePython' has no 'client' member

(E1101)


[error] 494-494: Class 'AzureTestSequenceNodejs' has no 'lock' member

(E1101)


[error] 497-497: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 511-511: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 513-513: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 565-565: Instance of 'GCPTestSequencePython' has no 'client' member

(E1101)


[error] 567-567: Instance of 'GCPTestSequencePython' has no 'client' member

(E1101)


[error] 618-618: Instance of 'GCPTestSequenceNodejs' has no 'client' member

(E1101)


[error] 620-620: Instance of 'GCPTestSequenceNodejs' has no 'client' member

(E1101)


[error] 680-680: Instance of 'OpenWhiskTestSequencePython' has no 'client' member

(E1101)


[error] 682-682: Instance of 'OpenWhiskTestSequencePython' has no 'client' member

(E1101)


[error] 742-742: Instance of 'OpenWhiskTestSequenceNodejs' has no 'client' member

(E1101)


[error] 744-744: Instance of 'OpenWhiskTestSequenceNodejs' has no 'client' member

(E1101)


[error] 748-748: Class 'OpenWhiskTestSequenceNodejs' has no 'lock' member

(E1101)


[refactor] 756-756: Too few public methods (1/2)

(R0903)

sebs/storage/config.py

[refactor] 58-58: Too many instance attributes (10/7)

(R0902)


[error] 100-100: Class 'MinioConfig' has no 'dataclass_fields' member

(E1101)


[error] 119-119: Class 'MinioConfig' has no 'dataclass_fields' member

(E1101)


[refactor] 173-173: Too many instance attributes (11/7)

(R0902)


[error] 217-217: Class 'ScyllaDBConfig' has no 'dataclass_fields' member

(E1101)


[error] 234-234: Class 'ScyllaDBConfig' has no 'dataclass_fields' member

(E1101)

sebs/storage/minio.py

[refactor] 474-477: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

🪛 Ruff (0.11.9)
sebs/azure/azure.py

424-424: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/azure/blob_storage.py

89-89: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/gcp/storage.py

97-97: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/storage/config.py

100-100: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)


217-217: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

sebs/storage/minio.py

275-275: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)


461-461: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

sebs/storage/scylladb.py

185-185: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


188-188: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

🔇 Additional comments (34)
sebs/experiments/eviction_model.py (3)

1-11: Excellent module-level documentation.

The comprehensive docstring clearly explains the experiment's purpose, methodology, and objectives. This significantly improves code maintainability and helps new developers understand the module's functionality.


32-50: Well-structured class documentation.

The class docstring provides clear explanation of the experiment's purpose and lists all important attributes. This enhances code readability and maintainability.


52-73: Helpful time interval annotations.

The inline comments clearly explain each time duration in both seconds and human-readable formats, making the configuration much easier to understand and modify.

sebs/azure/function.py (2)

1-27: Excellent module-level documentation!

The comprehensive module docstring clearly explains the purpose, functionality, and provides a practical usage example. This greatly improves the developer experience.


77-105: Well-documented deserialization logic with proper error handling.

The docstring clearly explains the deserialization process and the assertion error for unknown trigger types is appropriate. The implementation correctly handles the recreation of function instances from cached data.

sebs/azure/blob_storage.py (2)

1-25: Outstanding module documentation with practical examples!

The comprehensive module docstring with usage examples significantly improves the developer experience and understanding of Azure Blob Storage integration.


148-175: Comprehensive method documentation with clear caching logic.

The docstring clearly explains the upload behavior, including the caching-aware logic and duplicate checking. The implementation correctly handles cached scenarios.

sebs/regression.py (4)

1-17: Excellent comprehensive module documentation!

The module-level docstring perfectly captures the scope and capabilities of the regression testing framework, clearly explaining support for multiple cloud providers, runtimes, and deployment types.


72-138: Outstanding metaclass documentation with clear explanation.

The TestSequenceMeta metaclass documentation excellently explains the dynamic test generation process, naming conventions, and the overall testing strategy. This makes the complex metaclass implementation much more understandable.


152-238: Comprehensive test function documentation with detailed workflow.

The detailed explanation of the test execution steps (setup, deployment, invocation, verification, cleanup) provides excellent insight into the testing process and error handling.


264-276: Clear test suite documentation with comprehensive attribute descriptions.

The class-level docstring clearly explains the scope, supported configurations, and attributes for AWS Python testing, making it easy to understand the test coverage.

sebs/azure/azure.py (3)

1-33: Exceptional module documentation with comprehensive feature overview!

The module-level docstring provides an excellent overview of Azure integration capabilities, clear feature listing, and practical usage examples. This significantly improves the developer experience.


211-234: Comprehensive method documentation with clear packaging details.

The detailed explanation of the Azure Functions packaging structure, including directory layout and configuration files, provides excellent insight into the deployment process.


297-313: Well-documented deployment process with proper error handling context.

The method documentation clearly explains the publication process, retry logic, and URL extraction, making the complex deployment workflow understandable.

sebs/gcp/storage.py (2)

1-16: Excellent module-level documentation.

The comprehensive module docstring clearly explains the purpose, classes, and usage examples. This greatly improves code discoverability and understanding.


32-41: Well-structured class documentation.

The class docstring provides clear information about the purpose, functionality, and attributes of the GCPStorage class.

sebs/gcp/function.py (3)

1-15: Comprehensive module documentation.

The module docstring provides excellent context about the GCPFunction class, its purpose, and usage examples. This significantly improves code maintainability.


24-32: Well-documented class structure.

The class docstring clearly explains the GCP-specific functionality and attributes, making it easy for developers to understand the class's role.


74-89: Detailed method documentation with error handling.

The deserialize method docstring is comprehensive, including parameter descriptions, return types, and exception information. The assertion error handling is also well-documented.

sebs/storage/config.py (3)

1-16: Outstanding module-level documentation.

The comprehensive module docstring provides excellent context about storage configuration classes, their purpose, and relationships. This is a model for good documentation.


25-36: Clear abstract base class documentation.

The abstract class docstring effectively explains the interface requirements and design pattern used for storage configurations.


58-76: Comprehensive dataclass documentation.

The MinioConfig class has excellent documentation explaining all attributes and their purposes. This will be very helpful for users configuring MinIO storage.

sebs/gcp/datastore.py (4)

1-17: Exceptional module documentation.

The module docstring provides comprehensive coverage of the Google Cloud Datastore implementation, including clear examples and class descriptions. This sets an excellent standard for documentation.


31-41: Clear dataclass documentation.

The BenchmarkResources dataclass is well-documented with clear attribute descriptions that explain the purpose of each field in the context of Datastore operations.


69-80: Comprehensive class documentation.

The Datastore class docstring effectively explains the complex functionality of the Google Cloud Firestore/Datastore integration, making it accessible to developers.


240-256: Detailed method documentation for complex operations.

The create_table method has excellent documentation that explains the complex database allocation and table creation process, including error handling scenarios.

sebs/storage/scylladb.py (4)

1-11: Excellent comprehensive module documentation.

The module-level docstring provides clear context about ScyllaDB's role as a DynamoDB-compatible NoSQL storage implementation using Docker containers. Well structured and informative.


33-47: Well-structured class documentation.

The class docstring effectively describes the ScyllaDB implementation, its attributes, and its role in the system. The attribute descriptions provide good context for developers.


112-125: Comprehensive method documentation for container lifecycle.

The start method docstring clearly explains the container creation process, resource configuration, and readiness checking. This helps developers understand the initialization sequence.


190-203: Clear platform-specific connection logic documentation.

The configure_connection method docstring effectively explains the platform-specific address resolution logic, making the cross-platform compatibility approach transparent.

sebs/storage/minio.py (4)

1-8: Excellent module-level documentation.

The module docstring clearly describes MinIO's role as an S3-compatible local storage solution for benchmarking. Well-written and informative.


29-39: Comprehensive class documentation.

The class docstring effectively explains the MinIO implementation's purpose, functionality, and key attributes. Good structure and clarity.


106-116: Well-documented HTTP client configuration.

The _define_http_client method docstring clearly explains the timeout and retry configuration rationale. Good technical documentation.


517-535: Excellent deserialization documentation.

The _deserialize method docstring effectively explains the inheritance support pattern and container reconnection logic. This helps developers understand the platform-specific extension mechanism.

@@ -281,11 +406,11 @@ def run(self):
Rethrow exceptions if appear
"""
for result in servers_results:
ret = result.get()
result.get()
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🛠️ Refactor suggestion

Add error handling for AsyncResult.get() calls.

The .get() calls on AsyncResult objects can raise exceptions that should be handled to prevent the entire experiment from failing due to individual task failures.

                for result in servers_results:
-                    result.get()
+                    try:
+                        result.get()
+                    except Exception as e:
+                        logging.error(f"Server result failed: {e}")
+                        raise

                for result in local_results:
-                    local_ret = result.get()
+                    try:
+                        local_ret = result.get()
+                    except Exception as e:
+                        logging.error(f"Local result failed: {e}")
+                        raise

Also applies to: 412-412

🤖 Prompt for AI Agents
In sebs/experiments/eviction_model.py at lines 409 and 412, the calls to
AsyncResult.get() lack error handling, which can cause the entire experiment to
fail if an individual task raises an exception. Wrap each .get() call in a
try-except block to catch and handle exceptions gracefully, such as logging the
error and continuing execution without crashing the whole process.

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Actionable comments posted: 1

♻️ Duplicate comments (6)
sebs/experiments/eviction_model.py (1)

409-409: Add error handling for AsyncResult.get() calls.

The .get() calls on AsyncResult objects can raise exceptions that should be handled to prevent the entire experiment from failing due to individual task failures.

                for result in servers_results:
-                    result.get()
+                    try:
+                        result.get()
+                    except Exception as e:
+                        logging.error(f"Server result failed: {e}")
+                        raise

                for result in local_results:
-                    local_ret = result.get()
+                    try:
+                        local_ret = result.get()
+                    except Exception as e:
+                        logging.error(f"Local result failed: {e}")
+                        raise

Also applies to: 412-412

sebs/gcp/storage.py (1)

96-98: Fix mutable default argument.

Using a mutable list as a default argument can lead to unexpected behavior when the list is modified between function calls.

Apply this fix:

-def _create_bucket(self, name: str, buckets: List[str] = [], randomize_name: bool = False) -> str:
+def _create_bucket(self, name: str, buckets: List[str] = None, randomize_name: bool = False) -> str:
     """Create a new Cloud Storage bucket or return existing one."""
+    if buckets is None:
+        buckets = []
sebs/azure/blob_storage.py (1)

88-90: Fix mutable default argument to prevent unexpected behavior.

Using a mutable list [] as a default argument can lead to unexpected behavior where the same list object is reused across multiple function calls.

Apply this fix:

-    def _create_bucket(
-        self, name: str, containers: List[str] = [], randomize_name: bool = False
-    ) -> str:
+    def _create_bucket(
+        self, name: str, containers: List[str] = None, randomize_name: bool = False
+    ) -> str:

And add this at the beginning of the method:

+        if containers is None:
+            containers = []
sebs/azure/azure.py (1)

423-425: Fix mutable default argument to prevent unexpected behavior.

Using a mutable dictionary as a default argument can lead to unexpected behavior as the same dictionary instance is reused across function calls.

Apply this fix:

-    def update_envs(
-        self, function: Function, code_package: Benchmark, env_variables: dict = {}
-    ) -> None:
+    def update_envs(
+        self, function: Function, code_package: Benchmark, env_variables: Optional[Dict[str, Any]] = None
+    ) -> None:

Then initialize within the function:

+        if env_variables is None:
+            env_variables = {}
         envs = {}
sebs/storage/scylladb.py (1)

185-185: Fix exception chaining in error handling.

The exception handling should chain the original exceptions to preserve the error context and provide better debugging information.

Apply this diff to improve exception handling:

        except docker.errors.APIError as e:
            self.logging.error("Starting ScyllaDB storage failed! Reason: {}".format(e))
-            raise RuntimeError("Starting ScyllaDB storage unsuccessful")
+            raise RuntimeError("Starting ScyllaDB storage unsuccessful") from e
        except Exception as e:
            self.logging.error("Starting ScyllaDB storage failed! Unknown error: {}".format(e))
-            raise RuntimeError("Starting ScyllaDB storage unsuccessful")
+            raise RuntimeError("Starting ScyllaDB storage unsuccessful") from e

Also applies to: 188-188

sebs/storage/minio.py (1)

274-276: Fix mutable default argument.

Using a mutable list as a default argument can cause unexpected behavior as the same list instance is reused across function calls.

Apply this fix:

-def _create_bucket(self, name: str, buckets: List[str] = [], randomize_name: bool = False) -> str:
+def _create_bucket(self, name: str, buckets: Optional[List[str]] = None, randomize_name: bool = False) -> str:

Then initialize within the function:

+    if buckets is None:
+        buckets = []
     # Check if bucket already exists
     for bucket_name in buckets:
🧹 Nitpick comments (5)
.readthedocs.yaml (2)

20-20: Remove trailing spaces.

Line 20 has trailing spaces after the colon, which should be removed for clean YAML formatting.

-python: 
+python:

28-29: Remove excessive blank lines at end of file.

The file has too many blank lines at the end. Keep only one blank line or remove entirely.

-
-29
+
sebs/experiments/eviction_model.py (1)

318-435: Consider refactoring the run method to reduce complexity.

The run method has 27 local variables, which exceeds the recommended limit of 15. Consider extracting some logic into smaller helper methods to improve readability and maintainability.

For example, you could extract:

  • Server setup logic into _setup_servers()
  • Parallel invocation logic into _execute_parallel_invocations()
  • Result collection logic into _collect_results()
sebs/storage/config.py (1)

100-100: Minor style improvement: simplify dictionary key checks.

Consider using the more direct key in dict instead of key in dict.keys() for better readability and slight performance improvement.

Apply this diff:

-        for key in MinioConfig.__dataclass_fields__.keys():
+        for key in MinioConfig.__dataclass_fields__:
-        for key in ScyllaDBConfig.__dataclass_fields__.keys():
+        for key in ScyllaDBConfig.__dataclass_fields__:

Also applies to: 217-217

sebs/storage/minio.py (1)

474-477: Remove unnecessary else after return.

The else clause is unnecessary since the if block contains a return statement.

Apply this diff:

        buckets = self.connection.list_buckets()
        if bucket_name is not None:
            return [bucket.name for bucket in buckets if bucket_name in bucket.name]
-        else:
-            return [bucket.name for bucket in buckets]
+        return [bucket.name for bucket in buckets]
📜 Review details

Configuration used: CodeRabbit UI
Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 5f53912 and d67d275.

📒 Files selected for processing (26)
  • .readthedocs.yaml (1 hunks)
  • sebs/azure/__init__.py (1 hunks)
  • sebs/azure/azure.py (17 hunks)
  • sebs/azure/blob_storage.py (7 hunks)
  • sebs/azure/cli.py (6 hunks)
  • sebs/azure/config.py (18 hunks)
  • sebs/azure/cosmosdb.py (2 hunks)
  • sebs/azure/function.py (1 hunks)
  • sebs/azure/triggers.py (2 hunks)
  • sebs/experiments/eviction_model.py (10 hunks)
  • sebs/faas/nosql.py (5 hunks)
  • sebs/gcp/__init__.py (1 hunks)
  • sebs/gcp/cli.py (4 hunks)
  • sebs/gcp/config.py (8 hunks)
  • sebs/gcp/datastore.py (6 hunks)
  • sebs/gcp/function.py (2 hunks)
  • sebs/gcp/resources.py (7 hunks)
  • sebs/gcp/storage.py (4 hunks)
  • sebs/gcp/triggers.py (3 hunks)
  • sebs/openwhisk/container.py (3 hunks)
  • sebs/openwhisk/triggers.py (2 hunks)
  • sebs/regression.py (19 hunks)
  • sebs/storage/__init__.py (1 hunks)
  • sebs/storage/config.py (4 hunks)
  • sebs/storage/minio.py (8 hunks)
  • sebs/storage/scylladb.py (11 hunks)
🚧 Files skipped from review as they are similar to previous changes (14)
  • sebs/azure/init.py
  • sebs/storage/init.py
  • sebs/faas/nosql.py
  • sebs/azure/triggers.py
  • sebs/gcp/init.py
  • sebs/azure/cosmosdb.py
  • sebs/openwhisk/triggers.py
  • sebs/openwhisk/container.py
  • sebs/gcp/resources.py
  • sebs/gcp/cli.py
  • sebs/azure/cli.py
  • sebs/gcp/config.py
  • sebs/gcp/triggers.py
  • sebs/azure/config.py
🧰 Additional context used
🪛 YAMLlint (1.37.1)
.readthedocs.yaml

[error] 20-20: trailing spaces

(trailing-spaces)


[warning] 28-28: too many blank lines

(1 > 0) (empty-lines)

🪛 Ruff (0.11.9)
sebs/azure/azure.py

424-424: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/azure/blob_storage.py

89-89: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/gcp/storage.py

97-97: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/storage/config.py

100-100: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)


217-217: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

sebs/storage/minio.py

275-275: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)


461-461: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

sebs/storage/scylladb.py

185-185: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


188-188: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

🪛 Pylint (3.3.7)
sebs/azure/azure.py

[refactor] 423-423: Too many local variables (21/15)

(R0914)

sebs/azure/function.py

[refactor] 44-44: Too many arguments (6/5)

(R0913)


[refactor] 44-44: Too many positional arguments (6/5)

(R0917)

sebs/experiments/eviction_model.py

[refactor] 318-318: Too many local variables (27/15)

(R0914)

sebs/gcp/datastore.py

[refactor] 193-193: Too many arguments (6/5)

(R0913)


[refactor] 193-193: Too many positional arguments (6/5)

(R0917)

sebs/gcp/function.py

[refactor] 34-34: Too many arguments (6/5)

(R0913)


[refactor] 34-34: Too many positional arguments (6/5)

(R0917)

sebs/regression.py

[error] 306-306: Instance of 'AWSTestSequencePython' has no 'client' member

(E1101)


[error] 308-308: Instance of 'AWSTestSequencePython' has no 'client' member

(E1101)


[error] 359-359: Instance of 'AWSTestSequenceNodejs' has no 'client' member

(E1101)


[error] 361-361: Instance of 'AWSTestSequenceNodejs' has no 'client' member

(E1101)


[error] 415-415: Class 'AzureTestSequencePython' has no 'lock' member

(E1101)


[error] 435-435: Instance of 'AzureTestSequencePython' has no 'client' member

(E1101)


[error] 437-437: Instance of 'AzureTestSequencePython' has no 'client' member

(E1101)


[error] 494-494: Class 'AzureTestSequenceNodejs' has no 'lock' member

(E1101)


[error] 497-497: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 511-511: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 513-513: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 565-565: Instance of 'GCPTestSequencePython' has no 'client' member

(E1101)


[error] 567-567: Instance of 'GCPTestSequencePython' has no 'client' member

(E1101)


[error] 618-618: Instance of 'GCPTestSequenceNodejs' has no 'client' member

(E1101)


[error] 620-620: Instance of 'GCPTestSequenceNodejs' has no 'client' member

(E1101)


[error] 680-680: Instance of 'OpenWhiskTestSequencePython' has no 'client' member

(E1101)


[error] 682-682: Instance of 'OpenWhiskTestSequencePython' has no 'client' member

(E1101)


[error] 742-742: Instance of 'OpenWhiskTestSequenceNodejs' has no 'client' member

(E1101)


[error] 744-744: Instance of 'OpenWhiskTestSequenceNodejs' has no 'client' member

(E1101)


[error] 748-748: Class 'OpenWhiskTestSequenceNodejs' has no 'lock' member

(E1101)


[refactor] 756-756: Too few public methods (1/2)

(R0903)

sebs/storage/config.py

[refactor] 58-58: Too many instance attributes (10/7)

(R0902)


[error] 100-100: Class 'MinioConfig' has no 'dataclass_fields' member

(E1101)


[error] 119-119: Class 'MinioConfig' has no 'dataclass_fields' member

(E1101)


[refactor] 173-173: Too many instance attributes (11/7)

(R0902)


[error] 217-217: Class 'ScyllaDBConfig' has no 'dataclass_fields' member

(E1101)


[error] 234-234: Class 'ScyllaDBConfig' has no 'dataclass_fields' member

(E1101)

sebs/storage/minio.py

[refactor] 474-477: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

🪛 Gitleaks (8.26.0)
sebs/gcp/storage.py

153-153: Detected a Generic API Key, potentially exposing access to various services and sensitive operations.

(generic-api-key)

🔇 Additional comments (32)
sebs/experiments/eviction_model.py (1)

1-11: Excellent documentation improvements!

The comprehensive module-level docstring clearly explains the eviction model experiment's purpose and methodology. This greatly improves code understanding and maintainability.

sebs/azure/function.py (2)

1-27: Comprehensive documentation enhancement!

The module-level docstring with usage example and detailed class descriptions significantly improves code usability and maintainability. The structured documentation follows best practices.


52-60: Well-documented constructor parameters.

The detailed parameter documentation makes the Azure Function initialization clear and helps with proper usage.

sebs/gcp/storage.py (2)

1-16: Excellent module documentation with usage examples.

The comprehensive module-level docstring with clear class description and usage example greatly enhances code usability.


32-41: Well-structured class documentation.

The detailed class docstring clearly explains the GCPStorage purpose, capabilities, and attributes. This improves maintainability and understanding.

sebs/gcp/function.py (3)

1-15: Outstanding module documentation with practical example.

The comprehensive module docstring with usage example and clear class description significantly improves developer experience and code maintainability.


25-32: Well-documented class with clear attribute descriptions.

The detailed class docstring effectively explains the GCPFunction's role and its GCP-specific features.


75-89: Thorough deserialize method documentation.

The detailed documentation clearly explains the reconstruction process, supported trigger types, and error conditions. This helps with debugging and maintenance.

sebs/storage/config.py (2)

1-16: Excellent comprehensive module documentation.

The module-level docstring provides clear documentation of the storage configuration classes and their purposes. This significantly improves the codebase's maintainability and usability.


27-45: Well-documented abstract base classes.

The docstrings for PersistentStorageConfig and NoSQLStorageConfig clearly define their interfaces and requirements for subclasses. The method documentation is comprehensive and follows good practices.

Also applies to: 151-169

sebs/gcp/datastore.py (3)

1-17: Excellent module documentation with practical examples.

The module-level docstring provides clear documentation of the GCP Datastore implementation with helpful usage examples. This greatly improves developer experience.


30-46: Well-documented dataclass and class interfaces.

The BenchmarkResources dataclass and Datastore class have comprehensive documentation that clearly explains their purpose, attributes, and usage patterns within the SeBS framework.

Also applies to: 69-80


193-212: Comprehensive method documentation.

The write_to_table method documentation clearly explains the parameters, behavior, and error conditions. The assertion requirement for secondary_key is properly documented.

sebs/azure/blob_storage.py (2)

1-25: Excellent module documentation with practical examples.

The module-level docstring provides comprehensive documentation with clear usage examples. The documentation structure and content significantly improve code maintainability.


38-49: Comprehensive class and method documentation.

The BlobStorage class documentation and method docstrings provide excellent clarity on the Azure Blob Storage implementation. The documentation accurately describes the functionality and parameters.

Also applies to: 130-139

sebs/regression.py (4)

1-17: Outstanding comprehensive module documentation.

The module-level docstring provides excellent coverage of the regression testing framework, including supported platforms, runtimes, architectures, and deployment types. This is exactly the kind of documentation that makes complex systems accessible.


72-83: Excellent metaclass documentation.

The TestSequenceMeta metaclass is well-documented with clear explanations of how it dynamically generates test cases. The complex test generation logic is made understandable through comprehensive docstrings.

Also applies to: 123-138


152-165: Comprehensive test method and class documentation.

The dynamically generated test method documentation clearly explains the test execution steps, and the AWS test class documentation provides good context for the test scope and configuration.

Also applies to: 264-276


867-885: Well-documented main function with clear parameter descriptions.

The regression_suite function documentation clearly explains the purpose, parameters, and return values. The comprehensive docstring makes this complex function much more approachable.

sebs/azure/azure.py (3)

1-33: Outstanding module documentation with practical examples.

The module-level docstring provides comprehensive documentation of the Azure implementation with clear feature descriptions and usage examples. This significantly improves the accessibility of the Azure backend.


63-77: Comprehensive class and method documentation.

The Azure class documentation provides excellent coverage of the Azure Functions implementation. The method docstrings for create_function and other key methods clearly explain the Azure-specific deployment process and requirements.

Also applies to: 590-607


211-234: Excellent documentation of complex Azure deployment logic.

The package_code and publish_function methods have comprehensive documentation that clearly explains the Azure Functions directory structure requirements and deployment process, including error handling strategies.

Also applies to: 297-313

sebs/storage/scylladb.py (5)

1-11: Excellent comprehensive module documentation!

The module-level docstring clearly explains the ScyllaDB implementation's role, its DynamoDB compatibility through Alternator API, and its use case within the Serverless Benchmarking Suite.


33-47: Well-structured class documentation with clear attribute descriptions.

The class-level docstring provides comprehensive information about the ScyllaDB class functionality and its key attributes, making it easy for developers to understand the class structure.


112-125: Detailed method documentation with proper error handling specification.

The start() method docstring clearly explains the container lifecycle, initialization process, and potential failure scenarios.


190-203: Clear documentation of platform-specific connection logic.

The configure_connection() method docstring properly explains the platform-specific logic for determining container addresses and error conditions.


441-461: Comprehensive table creation documentation.

The create_table() method docstring thoroughly explains the DynamoDB table creation process, key schema configuration, and the unique naming requirements for ScyllaDB.

sebs/storage/minio.py (5)

1-8: Excellent comprehensive module documentation!

The module-level docstring clearly explains the MinIO implementation's role as an S3-compatible storage backend and its use case for local development and testing.


29-39: Well-structured class documentation with clear attribute descriptions.

The class-level docstring provides comprehensive information about the Minio class functionality and its key attributes.


131-141: Detailed container startup documentation.

The start() method docstring clearly explains the container creation process, credential generation, and volume mounting.


192-203: Clear documentation of platform-specific connection logic.

The configure_connection() method docstring properly explains the platform-specific logic for determining container addresses and connection setup.


517-535: Comprehensive deserialization documentation.

The _deserialize() method docstring thoroughly explains the deserialization process and support for platform-specific subclassing.


Raises:
RuntimeError: If the bucket does not exist
"""
try:
objects_list = self.connection.list_objects(bucket_name)
return [obj.object_name for obj in objects_list if prefix in obj.object_name]
except minio.error.NoSuchBucket:
raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!")
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⚠️ Potential issue

Fix exception chaining in error handling.

The exception handling should chain the original exception to preserve the error context.

Apply this diff:

        except minio.error.NoSuchBucket:
-            raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!")
+            raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!") from None

The from None is appropriate here since we're converting a specific MinIO exception to a more generic RuntimeError and the original exception type is already clear from the context.

📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!")
except minio.error.NoSuchBucket:
raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!") from None
🧰 Tools
🪛 Ruff (0.11.9)

461-461: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

🤖 Prompt for AI Agents
In sebs/storage/minio.py at line 461, the RuntimeError raised when accessing a
non-existing bucket should include exception chaining to preserve error context.
Modify the raise statement to use "raise RuntimeError(...) from None" to
explicitly suppress the original exception context, as this clarifies that the
RuntimeError is a deliberate conversion from the MinIO exception.

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Actionable comments posted: 0

♻️ Duplicate comments (2)
sebs/azure/azure.py (1)

427-428: Mutable default argument issue persists.

This is the same mutable default argument issue previously identified in past reviews.

sebs/aws/s3.py (1)

112-134: Mutable default argument issue properly resolved.

The method signature has been correctly updated to use Optional[List[str]] = None instead of the mutable default List[str] = [], with proper null checking. The comprehensive docstring also clearly documents the complex S3 bucket creation logic and potential exceptions.

🧹 Nitpick comments (2)
sebs/azure/azure.py (1)

426-442: Consider refactoring to reduce method complexity.

The update_envs method has high complexity with 21 local variables. Consider breaking this into smaller helper methods to improve readability and maintainability.

Potential refactoring approach:

+def _retrieve_existing_envs(self, function: Function) -> Dict[str, str]:
+    """Retrieve existing environment variables from Azure Function."""
+    # Move lines 470-499 here
+    
+def _prepare_nosql_envs(self, code_package: Benchmark) -> Dict[str, str]:
+    """Prepare NoSQL-related environment variables."""  
+    # Move lines 444-458 here
+    
+def _prepare_storage_envs(self) -> Dict[str, str]:
+    """Prepare storage-related environment variables."""
+    # Move lines 460-464 here
sebs/aws/s3.py (1)

265-278: Remove unnecessary else clause.

The docstring is well-written, but the code has an unnecessary else clause after a return statement that can be simplified for better readability.

Apply this refactor to simplify the control flow:

-        if bucket_name is not None:
-            return [bucket["Name"] for bucket in s3_buckets if bucket_name in bucket["Name"]]
-        else:
-            return [bucket["Name"] for bucket in s3_buckets]
+        if bucket_name is not None:
+            return [bucket["Name"] for bucket in s3_buckets if bucket_name in bucket["Name"]]
+        return [bucket["Name"] for bucket in s3_buckets]
📜 Review details

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Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between c3652e2 and b821628.

📒 Files selected for processing (6)
  • sebs/aws/dynamodb.py (9 hunks)
  • sebs/aws/function.py (6 hunks)
  • sebs/aws/s3.py (7 hunks)
  • sebs/azure/azure.py (17 hunks)
  • sebs/azure/blob_storage.py (7 hunks)
  • sebs/azure/cli.py (6 hunks)
🚧 Files skipped from review as they are similar to previous changes (4)
  • sebs/aws/function.py
  • sebs/aws/dynamodb.py
  • sebs/azure/cli.py
  • sebs/azure/blob_storage.py
🧰 Additional context used
🪛 Pylint (3.3.7)
sebs/aws/s3.py

[refactor] 275-278: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

sebs/azure/azure.py

[refactor] 426-426: Too many local variables (21/15)

(R0914)

🪛 Ruff (0.11.9)
sebs/azure/azure.py

427-427: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

🔇 Additional comments (9)
sebs/azure/azure.py (3)

1-31: Excellent module-level documentation.

The comprehensive module docstring provides clear information about the Azure implementation, key features, and usage examples. Well-structured and informative.


62-74: Well-documented class with clear attribute descriptions.

The class docstring effectively describes the Azure class purpose, functionality, and key attributes. Good documentation practices.


210-233: Comprehensive method documentation throughout.

All methods now include detailed docstrings with proper parameter descriptions, return types, and exception information. This significantly improves code maintainability and developer experience.

Also applies to: 296-314, 379-395, 526-535, 542-552, 560-572, 592-610, 694-702, 716-729, 803-811, 817-827, 836-848

sebs/aws/s3.py (6)

1-9: Excellent module documentation.

The module docstring is comprehensive and well-structured, clearly explaining the purpose, context, and key functionality of the AWS S3 storage implementation for SeBS.


23-32: Well-structured class documentation.

The class docstring provides clear information about the S3 class's purpose, functionality, and key attributes.


36-67: Consistent and clear method documentation.

The docstrings for static methods and properties follow a consistent format and provide clear information about their purpose and return values.


79-90: Comprehensive constructor documentation.

The constructor docstring clearly documents all parameters and their purposes, making the initialization process transparent.


182-228: Excellent documentation for file operations.

The docstrings for upload/download operations are clear and informative. The uploader_func() docstring particularly well explains the caching logic and when uploads are skipped.


232-299: Comprehensive bucket management documentation.

The docstrings for bucket management operations are well-structured and informative, with helpful notes like the requirement to empty buckets before deletion.

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Actionable comments posted: 0

♻️ Duplicate comments (4)
sebs/gcp/storage.py (1)

96-112: LGTM! Mutable default argument fixed correctly.

Great work addressing the previous review comment. The fix properly changes the mutable default argument to None and initializes it within the function, preventing shared state issues between function calls.

sebs/benchmark.py (1)

257-261: Remove unnecessary else clause after return.

The else clause after the return statement is unnecessary and reduces code readability.

Apply this diff to fix the issue:

     if self.code_package:
         return os.path.join(self._cache_client.cache_dir, self.code_package["location"])
-    else:
-        assert self._code_location is not None
-        return self._code_location
+    assert self._code_location is not None
+    return self._code_location
sebs/storage/minio.py (2)

294-297: LGTM! Mutable default argument fixed correctly.

Good work addressing the previous review comment by properly handling the mutable default argument with a null check.


465-465: Fix exception chaining in error handling.

The exception handling should chain the original exception to preserve the error context, as mentioned in the previous review.

Apply this diff:

     except minio.error.NoSuchBucket:
-        raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!")
+        raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!") from None
🧹 Nitpick comments (1)
sebs/storage/minio.py (1)

478-481: Remove unnecessary else clause after return.

The else clause after the return statement is unnecessary and reduces code readability.

Apply this diff to improve readability:

     if bucket_name is not None:
         return [bucket.name for bucket in buckets if bucket_name in bucket.name]
-    else:
-        return [bucket.name for bucket in buckets]
+    return [bucket.name for bucket in buckets]
📜 Review details

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Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between b821628 and afa2945.

📒 Files selected for processing (4)
  • sebs/benchmark.py (8 hunks)
  • sebs/faas/storage.py (3 hunks)
  • sebs/gcp/storage.py (4 hunks)
  • sebs/storage/minio.py (8 hunks)
🚧 Files skipped from review as they are similar to previous changes (1)
  • sebs/faas/storage.py
🧰 Additional context used
🪛 Pylint (3.3.7)
sebs/benchmark.py

[refactor] 147-147: Too many instance attributes (26/7)

(R0902)


[refactor] 257-261: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)


[refactor] 147-147: Too many public methods (37/20)

(R0904)

sebs/storage/minio.py

[refactor] 478-481: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

🪛 Gitleaks (8.26.0)
sebs/gcp/storage.py

157-157: Detected a Generic API Key, potentially exposing access to various services and sensitive operations.

(generic-api-key)

🪛 Ruff (0.11.9)
sebs/storage/minio.py

465-465: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

🔇 Additional comments (5)
sebs/gcp/storage.py (1)

1-16: Excellent comprehensive documentation.

The module-level and class-level docstrings provide clear, detailed explanations of the GCP Storage implementation, including usage examples and comprehensive attribute descriptions. This significantly improves code maintainability and developer experience.

Also applies to: 32-41

sebs/benchmark.py (2)

1-8: Outstanding documentation improvements.

The comprehensive module, class, and method docstrings significantly enhance code clarity and maintainability. The detailed explanations of caching behavior, benchmark lifecycle, and class attributes provide excellent developer guidance.

Also applies to: 34-47, 147-182


214-215: Good defensive programming with assertions.

The added assertions provide valuable runtime checks to ensure internal state consistency and help catch programming errors early.

Also applies to: 235-236, 246-247, 260-261, 324-325

sebs/storage/minio.py (2)

1-8: Excellent comprehensive documentation.

The module and class-level docstrings provide clear, detailed explanations of the MinIO implementation, including its role in local testing and S3 compatibility. This greatly improves code understanding and maintainability.

Also applies to: 29-39


130-191: Well-documented lifecycle and connection management.

The detailed documentation of the start, configure_connection, and deserialization methods provides excellent clarity on the MinIO container lifecycle and platform-specific connection handling.

Also applies to: 192-241, 521-560

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Actionable comments posted: 0

♻️ Duplicate comments (1)
sebs/benchmark.py (1)

267-271: Remove the unnecessary else clause.

This is the same issue identified in a previous review. The else clause after the return statement is unnecessary and should be removed for better readability.

Apply this diff to fix the issue:

 @property
 def code_location(self) -> str:
     """
     Get the absolute path to the prepared code package.
     If cached, it points to the location within the SeBS cache directory.
     Otherwise, it points to the build output directory.

     Returns:
         str: Path to the code package
     """
     if self.code_package:
         return os.path.join(self._cache_client.cache_dir, self.code_package["location"])
-    else:
-        assert self._code_location is not None
-        return self._code_location
+    assert self._code_location is not None
+    return self._code_location
🧹 Nitpick comments (3)
sebs/benchmark.py (2)

220-221: Consider the necessity of this assertion.

The assertion assert self._benchmark_path is not None may be redundant since the __init__ method already raises a RuntimeError if find_benchmark returns None. However, this could be defensive programming for type checking.


787-801: Consider refactoring this complex method.

The install_dependencies method is flagged by static analysis for high complexity (24 local variables, 15 branches, 63 statements). While the current documentation is excellent, consider breaking this method into smaller, more focused methods for better maintainability.

Potential refactoring could separate:

  • Docker image management
  • Volume setup
  • Container execution logic
  • File copying operations
sebs/azure/system_resources.py (1)

57-81: Constructor improvements with comprehensive documentation.

The explicit type annotation for docker_client and comprehensive parameter documentation significantly improve code clarity. The new _cli_instance_stop attribute for lifecycle management is a good design pattern.

Note: Static analysis flags the constructor for having too many arguments (6/5). While this may be justified given the complexity of Azure resource management, consider whether some parameters could be grouped into a configuration object for cleaner design.

📜 Review details

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Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between afa2945 and 695e62d.

📒 Files selected for processing (8)
  • sebs/azure/cloud_resources.py (2 hunks)
  • sebs/azure/cosmosdb.py (9 hunks)
  • sebs/azure/system_resources.py (4 hunks)
  • sebs/benchmark.py (24 hunks)
  • sebs/faas/config.py (5 hunks)
  • sebs/faas/container.py (7 hunks)
  • sebs/faas/resources.py (2 hunks)
  • sebs/faas/storage.py (6 hunks)
✅ Files skipped from review due to trivial changes (4)
  • sebs/faas/resources.py
  • sebs/faas/storage.py
  • sebs/faas/config.py
  • sebs/faas/container.py
🚧 Files skipped from review as they are similar to previous changes (2)
  • sebs/azure/cloud_resources.py
  • sebs/azure/cosmosdb.py
🧰 Additional context used
🪛 Pylint (3.3.7)
sebs/azure/system_resources.py

[refactor] 57-57: Too many arguments (6/5)

(R0913)


[refactor] 57-57: Too many positional arguments (6/5)

(R0917)

sebs/benchmark.py

[refactor] 147-147: Too many instance attributes (26/7)

(R0902)


[refactor] 267-271: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)


[refactor] 147-147: Too many public methods (37/20)

(R0904)


[refactor] 787-787: Too many local variables (24/15)

(R0914)


[refactor] 787-787: Too many branches (15/12)

(R0912)


[refactor] 787-787: Too many statements (63/50)

(R0915)

🔇 Additional comments (16)
sebs/benchmark.py (9)

1-8: Excellent module-level documentation!

The comprehensive module docstring clearly explains the purpose and functionality of the benchmark module, including its role in code packaging, dependency handling, and caching mechanisms.


34-48: Well-structured class documentation.

The BenchmarkConfig class docstring provides clear information about the configuration parameters and their purposes.


147-189: Outstanding comprehensive class documentation.

The Benchmark class docstring is exceptionally detailed, explaining the caching behavior, build lifecycle, and all the important attributes. This will greatly help developers understand the complex functionality of this class.


482-487: Good variable assignment improvements.

The changes to use find_benchmark result directly and ensure proper error handling before assignment improve the code structure.


499-499: Proper initialization of code_location.

Good improvement to explicitly type and initialize _code_location as Optional[str].


933-935: Good variable naming improvement.

The change from output_file to output_filef resolves any potential naming conflicts and improves clarity.


1127-1127: Defensive assertion added.

Good addition of the assertion to ensure _benchmark_data_path is not None before use.


1255-1264: Excellent interface documentation.

The BenchmarkModuleInterface class docstring clearly explains the purpose and usage of the abstract interface for benchmark input modules.


1326-1341: Comprehensive function documentation.

The load_benchmark_input function docstring provides clear information about the dynamic loading mechanism and potential exceptions.

sebs/azure/system_resources.py (7)

1-21: Excellent module documentation and import organization.

The module docstring clearly explains the purpose and scope of Azure system resources management. The addition of typing imports and explicit docker import support the improved type annotations throughout the file.


24-37: Comprehensive class documentation enhances maintainability.

The class docstring provides excellent coverage of the class purpose, functionality, and all attributes. This will significantly help developers understand the Azure resource management lifecycle.


39-55: Clear and concise method documentation.

The docstrings for typename() and config property are appropriately concise while providing necessary information about their purpose and return values.


83-110: Well-implemented storage management with clear documentation.

The addition of the optional replace_existing parameter provides better control over storage behavior. The comprehensive docstring clearly explains the method's purpose, dependencies, and parameters. The logic correctly handles both initialization and updating scenarios.


112-151: Robust authentication logic with excellent documentation.

Both methods are well-documented with clear explanations of their purpose and behavior. The _login_cli method demonstrates proper error handling for subscription validation scenarios, with appropriate exception types and messages.


153-186: Excellent lazy initialization and external instance management.

The cli_instance property implements a clean lazy initialization pattern with proper authentication handling. The initialize_cli method provides valuable flexibility for external CLI instance management while maintaining proper lifecycle control through the _cli_instance_stop flag.


188-195: Proper resource lifecycle management in shutdown.

The shutdown method correctly implements lifecycle management by only cleaning up CLI instances that were created by this resource manager, respecting the _cli_instance_stop flag. This prevents interference with externally managed resources.

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Actionable comments posted: 0

♻️ Duplicate comments (9)
sebs/experiments/eviction_model.py (1)

417-417: Previous review comment still applies.

The existing review comment about adding error handling for AsyncResult.get() calls remains valid and should be addressed to prevent experiment failures due to individual task exceptions.

Also applies to: 420-420

sebs/aws/s3.py (1)

111-134: Mutable default argument properly fixed.

The mutable default argument issue has been correctly resolved by changing the default to None and adding the appropriate null check. This prevents the shared state issues that could occur with mutable defaults.

sebs/gcp/gcp.py (2)

133-146: Fix mutable default argument anti-pattern.

Using a mutable dictionary as a default argument can cause unexpected behavior since the same object is reused across calls.

-    def initialize(self, config: Dict[str, str] = {}, resource_prefix: Optional[str] = None) -> None:
+    def initialize(self, config: Optional[Dict[str, str]] = None, resource_prefix: Optional[str] = None) -> None:

Then initialize within the function:

if config is None:
    config = {}

642-660: Fix mutable default argument anti-pattern.

Using a mutable dictionary as a default argument can cause unexpected behavior since the same object is reused across calls.

-    def update_function_configuration(self, function: Function, code_package: Benchmark, env_variables: Dict = {}) -> int:
+    def update_function_configuration(self, function: Function, code_package: Benchmark, env_variables: Optional[Dict] = None) -> int:

Then initialize within the function:

if env_variables is None:
    env_variables = {}
sebs/faas/system.py (1)

232-232: Fix mutable default argument anti-pattern.

Using a mutable dictionary as a default argument can cause unexpected behavior since the same object is reused across calls.

sebs/benchmark.py (1)

267-271: Refactor unnecessary else clause.

Remove the unnecessary else after return to improve code readability.

sebs/storage/minio.py (2)

272-295: Verify mutable default argument fix was applied correctly.

The past review comment indicated this mutable default argument issue was addressed, but I need to verify the fix was implemented properly.

#!/bin/bash
# Check if the mutable default argument fix was properly applied
rg -A 10 "def _create_bucket" sebs/storage/minio.py

461-463: Apply exception chaining fix from previous review.

The static analysis and past review comments indicate this exception handling should use proper chaining. The previous review suggested this was addressed but the issue remains.

Apply this fix:

        except minio.error.NoSuchBucket:
-            raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!")
+            raise RuntimeError(f"Attempting to access a non-existing bucket {bucket_name}!") from None
sebs/openwhisk/openwhisk.py (1)

101-103: Fix mutable default argument - issue not resolved from previous review.

The past review comment indicated this mutable default argument issue was addressed, but the static analysis shows it still exists. The fix needs to be properly applied.

Apply this fix:

-    def initialize(
-        self, config: Dict[str, str] = {}, resource_prefix: Optional[str] = None
-    ) -> None:
+    def initialize(
+        self, config: Optional[Dict[str, str]] = None, resource_prefix: Optional[str] = None
+    ) -> None:

Then handle the None case in the function body:

+        if config is None:
+            config = {}
         self.initialize_resources(select_prefix=resource_prefix)
🧹 Nitpick comments (8)
sebs/experiments/config.py (1)

76-88: Improve code readability with dict.get().

The method logic is correct and well-documented, but can be simplified for better readability.

Apply this diff to simplify the logic:

-    def check_flag(self, key: str) -> bool:
-        """Check if a specific experiment flag is set.
-
-        Currently it is only used to let benchmark know that Docker
-        volumes are disabled (e.g., in CircleCI environment).
-
-        Args:
-            key: Name of the flag to check
-
-        Returns:
-            Value of the flag, or False if the flag is not set
-        """
-        return False if key not in self._flags else self._flags[key]
+    def check_flag(self, key: str) -> bool:
+        """Check if a specific experiment flag is set.
+
+        Currently it is only used to let benchmark know that Docker
+        volumes are disabled (e.g., in CircleCI environment).
+
+        Args:
+            key: Name of the flag to check
+
+        Returns:
+            Value of the flag, or False if the flag is not set
+        """
+        return self._flags.get(key, False)
sebs/experiments/network_ping_pong.py (1)

158-215: Consider refactoring to reduce complexity.

While the documentation is excellent, this method has many local variables and responsibilities. Consider breaking it into smaller, focused methods for better maintainability.

Potential refactoring approach:

def receive_datagrams(self, repetitions: int, port: int, ip: str) -> None:
    """Main UDP server method."""
    self._setup_socket_and_invoke(repetitions, port, ip)
    self._process_datagrams(repetitions, port)
    self._save_results(port)

def _setup_socket_and_invoke(self, repetitions: int, port: int, ip: str) -> socket.socket:
    """Setup UDP socket and trigger function invocation."""
    # Socket setup and function invocation logic

def _process_datagrams(self, repetitions: int, port: int) -> List[List]:
    """Process incoming datagrams and measure timestamps."""
    # Datagram processing loop

def _save_results(self, port: int, times: List[List], request_id: str) -> None:
    """Save timing results to CSV file."""
    # CSV writing logic
sebs/storage/config.py (1)

91-91: Minor performance optimization.

Consider using key in dict instead of key in dict.keys() for better performance.

-        for key in MinioConfig.__dataclass_fields__.keys():
+        for key in MinioConfig.__dataclass_fields__:
-        for key in ScyllaDBConfig.__dataclass_fields__.keys():
+        for key in ScyllaDBConfig.__dataclass_fields__:

Also applies to: 211-211

sebs/aws/s3.py (1)

277-280: Minor style improvement opportunity.

The else clause after the return statement is unnecessary and could be simplified for better readability.

-        if bucket_name is not None:
-            return [bucket["Name"] for bucket in s3_buckets if bucket_name in bucket["Name"]]
-        else:
-            return [bucket["Name"] for bucket in s3_buckets]
+        if bucket_name is not None:
+            return [bucket["Name"] for bucket in s3_buckets if bucket_name in bucket["Name"]]
+        return [bucket["Name"] for bucket in s3_buckets]
sebs/storage/minio.py (2)

346-376: Consider removing commented code or documenting retention reason.

The large block of commented code (clean and download_results methods) includes FIXME comments questioning if they're still used. Consider either removing this dead code or documenting why it's being retained.

If these methods might be needed in the future, consider moving them to a separate file or adding a clear comment explaining the retention rationale.


475-479: Remove unnecessary else clause after return.

The else clause after the return statement is unnecessary and can be simplified.

Apply this diff:

        if bucket_name is not None:
            return [bucket.name for bucket in buckets if bucket_name in bucket.name]
-        else:
-            return [bucket.name for bucket in buckets]
+        return [bucket.name for bucket in buckets]
sebs/cache.py (2)

149-158: Consider simplifying dictionary access pattern.

The static analysis suggestion to use dict.get() is valid and would simplify the code.

Apply this diff:

-    def get_config(self, cloud: str) -> Optional[Dict[str, Any]]:
-        """Get cached configuration for a specific cloud provider.
-
-        Args:
-            cloud (str): Cloud provider name (e.g., 'aws', 'azure', 'gcp').
-
-        Returns:
-            Optional[Dict[str, Any]]: The cached configuration or None if not found.
-        """
-        return self.cached_config[cloud] if cloud in self.cached_config else None
+    def get_config(self, cloud: str) -> Optional[Dict[str, Any]]:
+        """Get cached configuration for a specific cloud provider.
+
+        Args:
+            cloud (str): Cloud provider name (e.g., 'aws', 'azure', 'gcp').
+
+        Returns:
+            Optional[Dict[str, Any]]: The cached configuration or None if not found.
+        """
+        return self.cached_config.get(cloud)

395-516: Complex method with good documentation but consider refactoring.

While the documentation is excellent, the method has high complexity (19 local variables, 13 branches) as noted by Pylint. The logic is correct but could benefit from being split into smaller helper methods.

Consider extracting helper methods for:

  • Directory structure creation
  • Configuration file handling
  • Metadata serialization

This would improve readability and maintainability while preserving the current functionality.

📜 Review details

Configuration used: CodeRabbit UI
Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 695e62d and 963f577.

📒 Files selected for processing (50)
  • sebs/aws/s3.py (8 hunks)
  • sebs/azure/config.py (18 hunks)
  • sebs/azure/cosmosdb.py (9 hunks)
  • sebs/azure/function.py (1 hunks)
  • sebs/azure/system_resources.py (4 hunks)
  • sebs/azure/triggers.py (2 hunks)
  • sebs/benchmark.py (24 hunks)
  • sebs/cache.py (13 hunks)
  • sebs/config.py (4 hunks)
  • sebs/experiments/config.py (4 hunks)
  • sebs/experiments/environment.py (5 hunks)
  • sebs/experiments/eviction_model.py (10 hunks)
  • sebs/experiments/invocation_overhead.py (9 hunks)
  • sebs/experiments/network_ping_pong.py (5 hunks)
  • sebs/experiments/startup_time.py (0 hunks)
  • sebs/faas/config.py (5 hunks)
  • sebs/faas/container.py (7 hunks)
  • sebs/faas/function.py (12 hunks)
  • sebs/faas/nosql.py (5 hunks)
  • sebs/faas/resources.py (2 hunks)
  • sebs/faas/storage.py (7 hunks)
  • sebs/faas/system.py (15 hunks)
  • sebs/gcp/__init__.py (1 hunks)
  • sebs/gcp/cli.py (4 hunks)
  • sebs/gcp/config.py (7 hunks)
  • sebs/gcp/datastore.py (6 hunks)
  • sebs/gcp/function.py (2 hunks)
  • sebs/gcp/gcp.py (20 hunks)
  • sebs/gcp/resources.py (7 hunks)
  • sebs/gcp/storage.py (3 hunks)
  • sebs/gcp/triggers.py (3 hunks)
  • sebs/local/__init__.py (1 hunks)
  • sebs/local/config.py (4 hunks)
  • sebs/local/deployment.py (4 hunks)
  • sebs/local/function.py (6 hunks)
  • sebs/local/local.py (10 hunks)
  • sebs/local/measureMem.py (3 hunks)
  • sebs/openwhisk/__init__.py (1 hunks)
  • sebs/openwhisk/config.py (6 hunks)
  • sebs/openwhisk/container.py (3 hunks)
  • sebs/openwhisk/function.py (2 hunks)
  • sebs/openwhisk/openwhisk.py (14 hunks)
  • sebs/openwhisk/triggers.py (2 hunks)
  • sebs/regression.py (19 hunks)
  • sebs/sebs.py (10 hunks)
  • sebs/statistics.py (1 hunks)
  • sebs/storage/__init__.py (1 hunks)
  • sebs/storage/config.py (4 hunks)
  • sebs/storage/minio.py (8 hunks)
  • sebs/storage/resources.py (8 hunks)
💤 Files with no reviewable changes (1)
  • sebs/experiments/startup_time.py
🚧 Files skipped from review as they are similar to previous changes (28)
  • sebs/local/init.py
  • sebs/storage/init.py
  • sebs/azure/triggers.py
  • sebs/openwhisk/init.py
  • sebs/local/measureMem.py
  • sebs/faas/nosql.py
  • sebs/faas/resources.py
  • sebs/gcp/init.py
  • sebs/openwhisk/container.py
  • sebs/local/function.py
  • sebs/statistics.py
  • sebs/storage/resources.py
  • sebs/gcp/resources.py
  • sebs/faas/storage.py
  • sebs/gcp/config.py
  • sebs/faas/container.py
  • sebs/openwhisk/triggers.py
  • sebs/gcp/triggers.py
  • sebs/gcp/cli.py
  • sebs/faas/config.py
  • sebs/azure/cosmosdb.py
  • sebs/experiments/environment.py
  • sebs/azure/config.py
  • sebs/local/config.py
  • sebs/local/local.py
  • sebs/openwhisk/config.py
  • sebs/sebs.py
  • sebs/config.py
🧰 Additional context used
🧠 Learnings (2)
sebs/benchmark.py (1)
Learnt from: mcopik
PR: spcl/serverless-benchmarks#99
File: benchmarks/000.microbenchmarks/010.sleep/cpp/main.cpp:11-0
Timestamp: 2025-06-19T16:15:01.811Z
Learning: In the serverless-benchmarks project, input validation for benchmark functions is not required since the benchmarks are invoked directly by the maintainers who control the input values. This applies to functions like the sleep benchmark in benchmarks/000.microbenchmarks/010.sleep/cpp/main.cpp.
sebs/regression.py (1)
Learnt from: mcopik
PR: spcl/serverless-benchmarks#99
File: sebs/azure/azure.py:137-0
Timestamp: 2025-06-19T16:19:09.758Z
Learning: C++ support in the serverless-benchmarks project is currently limited to AWS Lambda only. Azure Functions implementation (sebs/azure/azure.py) does not support C++ and only supports Python and Node.js languages.
🧬 Code Graph Analysis (10)
sebs/storage/minio.py (4)
sebs/cache.py (1)
  • Cache (85-674)
sebs/faas/storage.py (10)
  • _create_bucket (173-189)
  • uploader_func (415-432)
  • clean_bucket (271-280)
  • remove_bucket (283-293)
  • correct_name (136-148)
  • download (192-203)
  • exists_bucket (256-268)
  • list_bucket (223-236)
  • list_buckets (239-253)
  • upload (206-220)
sebs/storage/config.py (7)
  • MinioConfig (49-138)
  • serialize (30-36)
  • serialize (117-123)
  • serialize (157-163)
  • serialize (235-241)
  • deserialize (97-115)
  • deserialize (215-233)
sebs/utils.py (2)
  • is_linux (471-478)
  • serialize (75-89)
sebs/azure/function.py (2)
sebs/faas/function.py (21)
  • config (752-759)
  • Function (712-886)
  • FunctionConfig (633-709)
  • name (762-769)
  • benchmark (772-779)
  • serialize (497-504)
  • serialize (561-568)
  • serialize (605-612)
  • serialize (702-709)
  • serialize (857-872)
  • deserialize (63-75)
  • deserialize (99-111)
  • deserialize (138-150)
  • deserialize (237-249)
  • deserialize (329-346)
  • deserialize (508-518)
  • deserialize (532-548)
  • deserialize (571-587)
  • deserialize (615-626)
  • deserialize (687-700)
  • deserialize (876-886)
sebs/azure/config.py (10)
  • AzureResources (215-713)
  • Storage (228-320)
  • serialize (195-204)
  • serialize (302-308)
  • serialize (665-680)
  • serialize (810-822)
  • deserialize (151-193)
  • deserialize (311-320)
  • deserialize (683-713)
  • deserialize (768-796)
sebs/azure/system_resources.py (6)
sebs/azure/cli.py (1)
  • AzureCLI (41-207)
sebs/azure/config.py (2)
  • AzureConfig (716-822)
  • resources (748-754)
sebs/azure/cosmosdb.py (2)
  • CosmosDB (81-410)
  • typename (104-110)
sebs/cache.py (1)
  • Cache (85-674)
sebs/faas/resources.py (2)
  • SystemResources (24-87)
  • get_storage (53-70)
sebs/utils.py (1)
  • LoggingHandlers (346-379)
sebs/experiments/config.py (6)
sebs/faas/function.py (7)
  • Runtime (591-626)
  • name (762-769)
  • serialize (497-504)
  • serialize (561-568)
  • serialize (605-612)
  • serialize (702-709)
  • serialize (857-872)
sebs/experiments/eviction_model.py (2)
  • name (92-98)
  • EvictionModel (36-432)
sebs/experiments/network_ping_pong.py (2)
  • name (217-223)
  • NetworkPingPong (30-232)
sebs/experiments/invocation_overhead.py (2)
  • name (468-474)
  • InvocationOverhead (140-483)
sebs/experiments/experiment.py (1)
  • name (63-73)
sebs/experiments/perf_cost.py (2)
  • name (66-72)
  • PerfCost (36-530)
sebs/faas/system.py (10)
sebs/faas/storage.py (3)
  • cache_client (59-65)
  • find_deployments (150-170)
  • get_bucket (372-412)
sebs/cache.py (3)
  • Cache (85-674)
  • update_function (639-674)
  • shutdown (183-195)
sebs/aws/aws.py (11)
  • system_resources (94-101)
  • config (84-91)
  • initialize (132-154)
  • default_function_name (558-585)
  • cached_function (418-434)
  • update_function_configuration (499-555)
  • update_function (436-497)
  • enforce_cold_start (850-867)
  • create_trigger (785-833)
  • disable_rich_output (899-905)
  • shutdown (667-672)
sebs/faas/resources.py (2)
  • SystemResources (24-87)
  • get_storage (53-70)
sebs/faas/function.py (19)
  • config (752-759)
  • benchmark (772-779)
  • Function (712-886)
  • deserialize (63-75)
  • deserialize (99-111)
  • deserialize (138-150)
  • deserialize (237-249)
  • deserialize (329-346)
  • deserialize (508-518)
  • deserialize (532-548)
  • deserialize (571-587)
  • deserialize (615-626)
  • deserialize (687-700)
  • deserialize (876-886)
  • code_package_hash (782-789)
  • code_package_hash (792-799)
  • trigger_type (461-468)
  • Trigger (349-518)
  • TriggerType (360-391)
sebs/local/local.py (8)
  • config (81-87)
  • default_function_name (518-546)
  • cached_function (461-469)
  • update_function_configuration (471-482)
  • update_function (411-431)
  • enforce_cold_start (505-515)
  • create_trigger (433-459)
  • shutdown (168-173)
sebs/openwhisk/openwhisk.py (10)
  • config (114-121)
  • initialize (101-111)
  • default_function_name (533-550)
  • cached_function (627-640)
  • update_function_configuration (454-493)
  • update_function (393-452)
  • enforce_cold_start (552-563)
  • create_trigger (588-625)
  • disable_rich_output (642-649)
  • shutdown (123-136)
sebs/azure/azure.py (10)
  • config (94-100)
  • find_deployments (171-189)
  • initialize (146-161)
  • default_function_name (557-583)
  • cached_function (694-707)
  • update_function_configuration (526-539)
  • update_function (373-424)
  • enforce_cold_start (817-833)
  • create_trigger (835-848)
  • shutdown (163-169)
sebs/faas/config.py (8)
  • Config (307-439)
  • resources (356-362)
  • resources_id (155-165)
  • resources_id (168-174)
  • Resources (92-304)
  • StorageBucketType (112-141)
  • initialize (238-254)
  • initialize (366-373)
sebs/benchmark.py (15)
  • language_name (349-356)
  • language_version (359-366)
  • architecture (399-406)
  • benchmark (203-210)
  • is_cached (274-281)
  • is_cached (284-291)
  • container_deployment (409-416)
  • code_package (234-243)
  • Benchmark (147-1262)
  • container_uri (325-336)
  • build (981-1068)
  • functions (246-255)
  • code_location (258-271)
  • deserialize (127-144)
  • query_cache (573-615)
sebs/gcp/datastore.py (8)
sebs/azure/cosmosdb.py (11)
  • serialize (60-66)
  • deserialize (69-78)
  • BenchmarkResources (43-78)
  • typename (104-110)
  • deployment_name (113-119)
  • get_tables (140-152)
  • _get_table_name (154-173)
  • update_cache (197-208)
  • benchmark_database (242-254)
  • write_to_table (279-316)
  • remove_table (398-410)
sebs/gcp/config.py (11)
  • serialize (159-169)
  • serialize (209-215)
  • serialize (385-398)
  • deserialize (96-157)
  • deserialize (218-250)
  • deserialize (328-372)
  • resources (319-325)
  • region (292-298)
  • update_cache (171-177)
  • update_cache (252-258)
  • update_cache (400-410)
sebs/gcp/resources.py (3)
  • config (55-61)
  • typename (46-52)
  • cli_instance (129-145)
sebs/faas/nosql.py (9)
  • NoSQLStorage (19-260)
  • deployment_name (35-42)
  • cache_client (45-52)
  • region (55-62)
  • get_tables (80-90)
  • _get_table_name (93-104)
  • update_cache (121-128)
  • write_to_table (207-228)
  • remove_table (250-260)
sebs/gcp/cli.py (2)
  • typename (41-47)
  • GCloudCLI (29-153)
sebs/aws/dynamodb.py (5)
  • deployment_name (45-51)
  • get_tables (119-128)
  • _get_table_name (130-146)
  • write_to_table (148-176)
  • remove_table (279-291)
sebs/cache.py (2)
  • Cache (85-674)
  • update_nosql (345-355)
sebs/storage/resources.py (1)
  • update_cache (89-106)
sebs/gcp/function.py (3)
sebs/faas/function.py (9)
  • config (752-759)
  • Function (712-886)
  • FunctionConfig (633-709)
  • name (762-769)
  • benchmark (772-779)
  • code_package_hash (782-789)
  • code_package_hash (792-799)
  • serialize (497-504)
  • deserialize (63-75)
sebs/gcp/storage.py (1)
  • GCPStorage (31-259)
sebs/gcp/triggers.py (4)
  • serialize (161-167)
  • serialize (245-251)
  • deserialize (170-179)
  • deserialize (254-263)
sebs/gcp/gcp.py (7)
sebs/faas/system.py (13)
  • system_config (80-87)
  • config (134-141)
  • cache_client (100-107)
  • docker_client (90-97)
  • name (631-638)
  • function_type (155-162)
  • initialize (232-244)
  • initialize_resources (177-230)
  • default_function_name (536-549)
  • cached_function (315-327)
  • shutdown (614-627)
  • download_metrics (567-589)
  • enforce_cold_start (552-564)
sebs/faas/function.py (4)
  • config (752-759)
  • name (762-769)
  • Function (712-886)
  • get (375-391)
sebs/gcp/resources.py (4)
  • config (55-61)
  • typename (46-52)
  • shutdown (158-164)
  • GCPSystemResources (32-164)
sebs/cache.py (3)
  • Cache (85-674)
  • typename (128-134)
  • shutdown (183-195)
sebs/utils.py (4)
  • logging_handlers (425-432)
  • logging_handlers (435-453)
  • LoggingHandlers (346-379)
  • execute (92-116)
sebs/gcp/function.py (2)
  • typename (55-61)
  • GCPFunction (24-126)
sebs/benchmark.py (5)
  • typename (193-200)
  • build (981-1068)
  • code_package (234-243)
  • Benchmark (147-1262)
  • functions (246-255)
sebs/local/deployment.py (3)
sebs/local/function.py (4)
  • LocalFunction (102-259)
  • memory_measurement_pid (194-200)
  • serialize (81-87)
  • serialize (211-222)
sebs/storage/minio.py (1)
  • Minio (27-571)
sebs/utils.py (1)
  • serialize (75-89)
sebs/openwhisk/function.py (3)
sebs/storage/config.py (2)
  • MinioConfig (49-138)
  • ScyllaDBConfig (167-241)
sebs/faas/function.py (24)
  • deserialize (63-75)
  • deserialize (99-111)
  • deserialize (138-150)
  • deserialize (237-249)
  • deserialize (329-346)
  • deserialize (508-518)
  • deserialize (532-548)
  • deserialize (571-587)
  • deserialize (615-626)
  • deserialize (687-700)
  • deserialize (876-886)
  • serialize (497-504)
  • serialize (561-568)
  • serialize (605-612)
  • serialize (702-709)
  • serialize (857-872)
  • benchmark (772-779)
  • Function (712-886)
  • name (762-769)
  • code_package_hash (782-789)
  • code_package_hash (792-799)
  • config (752-759)
  • Trigger (349-518)
  • triggers (830-843)
sebs/openwhisk/triggers.py (8)
  • deserialize (166-176)
  • deserialize (278-288)
  • serialize (156-163)
  • serialize (268-275)
  • typename (179-186)
  • typename (222-229)
  • LibraryTrigger (20-186)
  • HTTPTrigger (189-288)
🪛 Ruff (0.11.9)
sebs/storage/minio.py

463-463: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)

sebs/cache.py

158-158: Use self.cached_config.get(cloud, None) instead of an if block

Replace with self.cached_config.get(cloud, None)

(SIM401)


213-213: Use cfg.get(deployment, None) instead of an if block

Replace with cfg.get(deployment, None)

(SIM401)

sebs/experiments/config.py

88-88: Use self._flags.get(key, False) instead of an if block

Replace with self._flags.get(key, False)

(SIM401)

sebs/faas/system.py

232-232: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/gcp/gcp.py

134-134: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)


643-643: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/openwhisk/openwhisk.py

102-102: Do not use mutable data structures for argument defaults

Replace with None; initialize within function

(B006)

sebs/storage/config.py

91-91: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)


211-211: Use key in dict instead of key in dict.keys()

Remove .keys()

(SIM118)

🪛 Pylint (3.3.7)
sebs/storage/minio.py

[refactor] 476-479: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

sebs/aws/s3.py

[refactor] 277-280: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)

sebs/azure/function.py

[refactor] 18-18: Too many arguments (6/5)

(R0913)


[refactor] 18-18: Too many positional arguments (6/5)

(R0917)

sebs/azure/system_resources.py

[refactor] 57-57: Too many arguments (6/5)

(R0913)


[refactor] 57-57: Too many positional arguments (6/5)

(R0917)

sebs/benchmark.py

[refactor] 147-147: Too many instance attributes (26/7)

(R0902)


[refactor] 267-271: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)


[refactor] 147-147: Too many public methods (37/20)

(R0904)


[refactor] 792-792: Too many local variables (24/15)

(R0914)


[refactor] 792-792: Too many branches (15/12)

(R0912)


[refactor] 792-792: Too many statements (63/50)

(R0915)

sebs/cache.py

[refactor] 177-177: Consider using 'with' for resource-allocating operations

(R1732)


[refactor] 286-289: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it

(R1705)


[refactor] 395-395: Too many local variables (19/15)

(R0914)


[refactor] 395-395: Too many branches (13/12)

(R0912)

sebs/experiments/config.py

[refactor] 20-20: Too many instance attributes (8/7)

(R0902)

sebs/experiments/eviction_model.py

[refactor] 326-326: Too many local variables (27/15)

(R0914)

sebs/experiments/invocation_overhead.py

[refactor] 97-97: Too few public methods (1/2)

(R0903)


[refactor] 375-375: Too many local variables (25/15)

(R0914)

sebs/experiments/network_ping_pong.py

[refactor] 158-158: Too many local variables (21/15)

(R0914)

sebs/faas/function.py

[refactor] 78-78: Too few public methods (1/2)

(R0903)


[refactor] 114-114: Too few public methods (1/2)

(R0903)


[error] 697-697: Class 'FunctionConfig' has no 'dataclass_fields' member

(E1101)

sebs/faas/system.py

[refactor] 247-247: Too many arguments (8/5)

(R0913)


[refactor] 247-247: Too many positional arguments (8/5)

(R0917)


[error] 437-437: Possibly using variable 'code_location' before assignment

(E0606)

sebs/gcp/datastore.py

[refactor] 198-198: Too many arguments (6/5)

(R0913)


[refactor] 198-198: Too many positional arguments (6/5)

(R0917)

sebs/gcp/function.py

[refactor] 34-34: Too many arguments (6/5)

(R0913)


[refactor] 34-34: Too many positional arguments (6/5)

(R0917)

sebs/gcp/gcp.py

[refactor] 69-69: Too many arguments (6/5)

(R0913)


[refactor] 69-69: Too many positional arguments (6/5)

(R0917)


[refactor] 753-753: Too many arguments (6/5)

(R0913)


[refactor] 753-753: Too many positional arguments (6/5)

(R0917)


[refactor] 753-753: Too many local variables (37/15)

(R0914)

sebs/local/deployment.py

[refactor] 142-142: Too many branches (13/12)

(R0912)

sebs/openwhisk/function.py

[error] 55-55: Class 'OpenWhiskFunctionConfig' has no 'dataclass_fields' member

(E1101)

sebs/regression.py

[error] 302-302: Instance of 'AWSTestSequencePython' has no 'client' member

(E1101)


[error] 304-304: Instance of 'AWSTestSequencePython' has no 'client' member

(E1101)


[error] 351-351: Instance of 'AWSTestSequenceNodejs' has no 'client' member

(E1101)


[error] 353-353: Instance of 'AWSTestSequenceNodejs' has no 'client' member

(E1101)


[error] 403-403: Class 'AzureTestSequencePython' has no 'lock' member

(E1101)


[error] 423-423: Instance of 'AzureTestSequencePython' has no 'client' member

(E1101)


[error] 425-425: Instance of 'AzureTestSequencePython' has no 'client' member

(E1101)


[error] 478-478: Class 'AzureTestSequenceNodejs' has no 'lock' member

(E1101)


[error] 481-481: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 495-495: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 497-497: Instance of 'AzureTestSequenceNodejs' has no 'client' member

(E1101)


[error] 545-545: Instance of 'GCPTestSequencePython' has no 'client' member

(E1101)


[error] 547-547: Instance of 'GCPTestSequencePython' has no 'client' member

(E1101)


[error] 594-594: Instance of 'GCPTestSequenceNodejs' has no 'client' member

(E1101)


[error] 596-596: Instance of 'GCPTestSequenceNodejs' has no 'client' member

(E1101)


[error] 652-652: Instance of 'OpenWhiskTestSequencePython' has no 'client' member

(E1101)


[error] 654-654: Instance of 'OpenWhiskTestSequencePython' has no 'client' member

(E1101)


[error] 710-710: Instance of 'OpenWhiskTestSequenceNodejs' has no 'client' member

(E1101)


[error] 712-712: Instance of 'OpenWhiskTestSequenceNodejs' has no 'client' member

(E1101)


[error] 716-716: Class 'OpenWhiskTestSequenceNodejs' has no 'lock' member

(E1101)


[refactor] 724-724: Too few public methods (1/2)

(R0903)

sebs/storage/config.py

[refactor] 49-49: Too many instance attributes (10/7)

(R0902)


[error] 91-91: Class 'MinioConfig' has no 'dataclass_fields' member

(E1101)


[error] 110-110: Class 'MinioConfig' has no 'dataclass_fields' member

(E1101)


[refactor] 167-167: Too many instance attributes (11/7)

(R0902)


[error] 211-211: Class 'ScyllaDBConfig' has no 'dataclass_fields' member

(E1101)


[error] 228-228: Class 'ScyllaDBConfig' has no 'dataclass_fields' member

(E1101)

🪛 Gitleaks (8.26.0)
sebs/gcp/storage.py

163-163: Detected a Generic API Key, potentially exposing access to various services and sensitive operations.

(generic-api-key)

🔇 Additional comments (79)
sebs/azure/function.py (4)

1-16: Excellent module and class documentation.

The module-level docstring clearly explains the purpose and the class-level docstring provides good context about the Azure-specific attribute.


25-34: Comprehensive constructor documentation.

The docstring clearly describes all parameters and their purposes. The static analysis warning about "too many arguments" is a false positive - the 5 parameters plus self are reasonable for a constructor that extends the base Function class with Azure-specific functionality.


39-47: Well-documented serialization method.

The docstring clearly explains that the method extends base serialization with Azure-specific storage data.


51-79: Thorough deserialization documentation.

The docstring provides comprehensive details about the reconstruction process, parameter types, return values, and potential exceptions. The implementation correctly handles trigger deserialization with proper error handling.

sebs/gcp/storage.py (4)

1-16: Outstanding module documentation with practical example.

The module-level docstring provides comprehensive overview and includes a practical usage example that demonstrates the typical workflow.


32-40: Comprehensive class documentation.

The class-level docstring clearly explains the purpose, functionality, and attributes of the GCPStorage class.


98-118: Excellent fix for mutable default argument.

The change from buckets: List[str] = [] to buckets: Optional[List[str]] = None with proper initialization inside the method correctly resolves the mutable default argument issue. The comprehensive docstring clearly explains the method's behavior.


153-166: Well-documented upload method.

The docstring clearly describes the parameters and the implementation includes a practical workaround for connection timeouts. The static analysis warning about a "generic API key" on line 164 is a false positive - it's just a comment explaining the workaround.

sebs/gcp/function.py (4)

1-15: Excellent module documentation with practical example.

The module-level docstring provides clear purpose description and includes a helpful usage example showing typical instantiation.


25-32: Comprehensive class documentation.

The class-level docstring clearly explains GCP-specific functionality and attributes, particularly the bucket management feature.


42-50: Well-documented constructor.

The docstring clearly describes all parameters. The static analysis warning about "too many arguments" is a false positive - the 5 parameters plus self are reasonable for extending the base Function class with GCP-specific functionality.


76-109: Thorough deserialization documentation and implementation.

The docstring provides comprehensive details about the reconstruction process, and the implementation correctly handles both Library and HTTP triggers with proper error handling.

sebs/local/deployment.py (3)

1-9: Excellent module documentation.

The module-level docstring clearly explains the purpose and functionality of the deployment management system.


25-33: Comprehensive class documentation.

The class-level docstring provides clear overview of the deployment management functionality and lists all key attributes.


142-151: Well-documented complex shutdown method.

The docstring clearly explains the multi-step shutdown process including memory measurement collection and cleanup. The static analysis warning about "too many branches" is acceptable given the complexity of properly handling memory measurements, file processing, and container cleanup.

sebs/experiments/config.py (3)

1-13: Outstanding module documentation.

The module-level docstring provides comprehensive overview of the configuration management system with clear categorization of settings.


21-36: Comprehensive class documentation.

The class-level docstring clearly explains the purpose and lists all key attributes with their meanings.


180-192: Well-documented import and loading logic.

The inline comments effectively explain the rationale for local imports and conditional loading. The logic correctly handles loading experiment-specific settings.

sebs/openwhisk/function.py (6)

1-6: Excellent module-level documentation.

Clear and concise module docstring that properly describes the purpose and contents of the OpenWhisk function module.


10-10: Good type annotation improvements.

The explicit import of Dict, Any from typing improves type safety compared to using generic dict types.


20-37: Comprehensive class documentation with helpful design notes.

The docstring clearly explains the purpose, attributes, and includes a valuable design note about future refactoring of the docker_image attribute. This kind of forward-looking documentation is very helpful for maintainers.


45-54: Well-documented method interfaces.

All methods now have clear docstrings explaining parameters, return values, and behavior. The type annotations using Dict[str, Any] are more precise than the previous generic dict types.

Also applies to: 62-68, 73-81


88-100: Clear class documentation with usage example.

The docstring effectively describes the OpenWhisk-specific function implementation and includes a helpful usage example.


150-163: Thorough documentation of deserialization logic.

The docstring clearly explains the expected input format, return value, and potential exceptions. The assertion error documentation is particularly helpful for debugging.

sebs/experiments/network_ping_pong.py (3)

1-7: Excellent module documentation.

The module docstring clearly explains the network latency measurement experiment and its purpose in measuring RTT characteristics.


31-48: Comprehensive class documentation.

The docstring thoroughly explains the ping-pong mechanism, benchmark usage, and class attributes. The experimental design is well-documented.


58-68: Well-documented method interfaces.

All core methods have clear docstrings explaining their purpose, parameters, and behavior in the experiment workflow.

Also applies to: 96-102, 123-132

sebs/experiments/eviction_model.py (4)

1-16: Comprehensive module documentation.

The module docstring clearly explains the container eviction experiment methodology and how it differs from the original implementation.


37-55: Detailed class documentation with clear experiment design.

The docstring effectively explains the eviction model experiment, including the time intervals approach and platform container caching inference.


22-22: Good type annotations and method documentation.

Type annotations have been added appropriately, and method docstrings clearly explain functionality and return values.

Also applies to: 84-88, 93-97, 102-106


205-205: Good variable name correction.

The print statement now correctly uses sleep_time instead of the previous inconsistent variable name.

sebs/storage/config.py (3)

1-5: Clear module documentation.

The module docstring effectively describes the purpose and common functionality of storage configuration classes.


16-27: Comprehensive class documentation.

All configuration classes now have detailed docstrings explaining their purpose, attributes, and usage context. The documentation clearly distinguishes between MinIO object storage and ScyllaDB NoSQL storage.

Also applies to: 50-67, 168-186


30-35: Well-documented abstract methods.

The abstract base class methods have clear docstrings explaining their interface contracts and return types.

Also applies to: 39-44, 157-162

sebs/azure/system_resources.py (6)

1-6: Clear module documentation.

The module docstring effectively describes Azure system resource management responsibilities.


24-37: Comprehensive class documentation.

The docstring clearly explains the Azure system resources manager role and lists all important attributes, including the new lifecycle management flag.


62-62: Good type annotations and lifecycle management.

The explicit typing of docker_client as docker.client.DockerClient improves type safety. The new _cli_instance_stop flag provides proper lifecycle management for CLI instances.

Also applies to: 65-73, 81-81


84-94: Well-documented storage methods.

Both storage methods have clear docstrings explaining their purpose, parameters, and the requirement for Azure CLI instances.

Also applies to: 109-118


169-179: Excellent design for CLI instance sharing.

The initialize_cli method provides good flexibility for using external CLI instances while properly managing the lifecycle with the _cli_instance_stop flag.


187-194: Proper resource cleanup implementation.

The shutdown method correctly respects the lifecycle flag to only stop CLI instances that were created by this class instance.

sebs/gcp/datastore.py (4)

1-19: Excellent module-level documentation.

The comprehensive module docstring clearly explains the purpose, architecture, and usage patterns of the GCP Datastore implementation. The example usage is particularly helpful for understanding the API.


32-68: Well-documented dataclass with proper serialization.

The BenchmarkResources dataclass is well-documented with clear attribute descriptions and proper serialization/deserialization methods. The pattern matches other cloud provider implementations consistently.


198-217: Secondary key requirement properly documented and enforced.

The write_to_table method correctly documents and enforces the secondary key requirement for GCP Datastore, which is consistent with the platform's data model requirements.


321-347: Clear documentation for unimplemented methods.

The clear_table and remove_table methods are properly documented as not implemented, with appropriate NotImplementedError exceptions. This follows the same pattern as other cloud provider implementations.

sebs/experiments/invocation_overhead.py (3)

1-16: Comprehensive experiment documentation.

Excellent module-level documentation that clearly explains the experiment's purpose, capabilities, and methodology. The detailed description helps users understand what the experiment measures and how it works.


34-95: Well-documented helper class for code package experiments.

The CodePackageSize class documentation clearly explains its role in creating different code package sizes and the before_sample method implementation details. The approach using random data files is well-explained.


375-400: Detailed documentation for complex UDP communication.

The receive_datagrams method documentation thoroughly explains the complex UDP server implementation for clock synchronization. The method handles timing measurement intricacies well, and the documentation clarifies the return format and error conditions.

sebs/faas/function.py (4)

1-13: Excellent module-level documentation.

The comprehensive module docstring clearly explains the core abstractions and their relationships within the serverless benchmarking framework. This provides valuable context for developers working with the function model.


349-518: Comprehensive trigger abstraction documentation.

The Trigger class and its nested TriggerType enum are excellently documented. The detailed explanations of different trigger types and the HTTP invocation implementation provide clear guidance for extending the framework.


712-886: Well-documented function abstraction.

The Function class documentation thoroughly explains the serverless function abstraction, including its attributes, methods, and relationship to benchmarks and triggers. This provides a solid foundation for understanding the function model.


697-697: No action required: __dataclass_fields__ is valid on FunctionConfig

The @dataclass decorator is applied to FunctionConfig (and similarly to MinioConfig, ScyllaDBConfig, and OpenWhiskFunctionConfig), so the __dataclass_fields__ attribute is guaranteed to exist at runtime. There are no timing or import issues to address here.

sebs/aws/s3.py (2)

1-9: Clear and concise module documentation.

The module-level docstring effectively summarizes the S3 implementation's purpose and key functionality within the SeBS framework.


184-210: Well-documented upload logic with caching behavior.

The uploader_func method documentation clearly explains the caching logic and when uploads are skipped. This helps understand the optimization strategy for benchmark file handling.

sebs/regression.py (6)

1-17: Excellent module-level documentation!

The comprehensive module docstring effectively explains the regression testing framework's capabilities, supported platforms, and architecture. It provides a clear overview of what the module does and how it integrates with different cloud providers.


34-67: Great addition of descriptive comments for benchmarks!

The inline comments explaining what each benchmark does significantly improve code readability and help developers understand the test coverage across different computational domains (web, ML, graph algorithms, etc.).


73-83: Comprehensive metaclass documentation!

The docstring clearly explains the dynamic test generation mechanism and naming convention. This is particularly valuable for understanding how the framework automatically creates test methods for all combinations of providers, benchmarks, and configurations.


152-166: Well-documented test execution flow!

The detailed step-by-step documentation of what each generated test function does makes the testing process transparent and easier to debug when issues arise.


725-737: Clear documentation of concurrent test execution!

The TracingStreamResult class documentation effectively explains its role in tracking test results across concurrent executions and how it maintains state for reporting.


792-825: Thorough benchmark filtering documentation!

The function documentation clearly explains the platform-specific limitations and provides concrete examples of when benchmarks should be filtered out. This helps maintain test reliability across different environments.

sebs/gcp/gcp.py (6)

1-25: Outstanding module-level documentation!

The comprehensive module docstring effectively covers all aspects of the GCP integration including function management, monitoring, storage, and provides a clear usage example. This greatly improves the module's discoverability and usability.


56-68: Excellent class-level documentation!

The GCP class docstring clearly explains its role as the main system implementation and describes its key attributes and integration scope with Google Cloud services.


216-242: Comprehensive packaging documentation!

The detailed documentation of the code packaging process, including the step-by-step transformation for GCP requirements, makes this complex process much more understandable and maintainable.


302-321: Thorough function creation documentation!

The docstring effectively explains the complex deployment process including code upload, IAM configuration, and error handling scenarios. This is particularly valuable for understanding the GCP-specific requirements.


753-768: Well-documented metrics collection!

The comprehensive documentation of the metrics download process, including the integration with both Cloud Logging and Cloud Monitoring, provides excellent insight into the monitoring capabilities.


1037-1049: Clear utility function documentation!

The static helper methods for zip operations are well-documented with clear parameter descriptions and behavior explanations, making them easily reusable.

sebs/faas/system.py (2)

1-53: Excellent comprehensive documentation additions.

The new module and class docstrings provide clear explanations of the System class's role as the core FaaS abstraction, its responsibilities, and integration with other components. This significantly improves code maintainability and developer onboarding.


351-638: Well-structured method documentation throughout.

The comprehensive docstrings for methods like get_function, package_code, create_function, etc. provide excellent clarity on method workflows, parameters, and expected behaviors. This will greatly assist both implementers of concrete platform classes and users of the System interface.

sebs/benchmark.py (3)

1-188: Excellent comprehensive documentation for benchmark handling.

The new module and class docstrings provide clear explanations of:

  • Benchmark configuration and code packaging workflows
  • Caching mechanisms and build logic
  • Class responsibilities and attribute purposes

This significantly improves code understanding and maintainability, aligning perfectly with the PR's documentation improvement goals.


220-220: Good safety improvements with assertions.

The added assertions ensure important invariants are maintained (non-None paths and locations). These help catch programming errors early and make the code more robust.

Also applies to: 242-242, 254-254, 270-270


987-1364: Comprehensive method documentation enhances understanding.

The detailed docstrings for complex methods like build(), install_dependencies(), and prepare_input() provide excellent clarity on:

  • Multi-step workflows and their purposes
  • Docker-based build processes
  • Cache management strategies
  • Cloud resource allocation

This documentation will be invaluable for maintainers and contributors working with the benchmark system.

sebs/storage/minio.py (2)

1-7: Excellent module documentation!

The module-level docstring clearly explains MinIO's role as an S3-compatible storage backend for local testing and platforms without object storage. The documentation accurately describes its primary use cases.


27-36: Clear and comprehensive class documentation.

The class docstring effectively describes the MinIO storage management functionality, including container lifecycle, bucket operations, and file management. The attributes documentation is helpful for understanding the class structure.

sebs/openwhisk/openwhisk.py (4)

1-7: Excellent module documentation for OpenWhisk integration.

The module-level docstring clearly explains the OpenWhisk platform integration with SeBS, covering function deployment, execution, monitoring, and resource management. Well-structured and informative.


32-50: Comprehensive class documentation with helpful examples.

The class docstring provides excellent coverage of OpenWhisk integration functionality, including attributes, capabilities, and a practical usage example. The note about not using code packages due to size limits is particularly valuable.


180-239: Well-documented package_code method with clear implementation details.

The docstring clearly explains the dual packaging approach (Docker image + ZIP archive) and the rationale behind it. The implementation details about OpenWhisk's requirements are helpful for maintainability.


288-391: Comprehensive create_function documentation with good error handling.

The method documentation clearly explains the function creation/update logic, including the search for existing functions and proper error handling. The implementation properly handles various edge cases.

sebs/cache.py (3)

1-22: Outstanding module documentation with practical examples.

The comprehensive module docstring clearly explains the caching system's purpose, functionality, and importance for benchmark performance. The example usage and detailed explanation of optimization benefits are particularly valuable.


85-100: Excellent class documentation with clear attribute descriptions.

The class docstring provides comprehensive coverage of the Cache class functionality, including thread safety, persistence, and all major capabilities. The attribute documentation is thorough and helpful.


40-82: Well-documented utility functions with clear semantics.

The documentation for update and update_dict functions clearly explains their deep merge behavior and nested dictionary handling. These are crucial utilities that benefit from clear documentation.

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