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@nanotaboada nanotaboada commented Apr 3, 2025

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Summary by CodeRabbit

  • New Features

    • Enabled automatic opening of the documentation URL when the server is ready.
  • Documentation

    • Updated installation instructions to include separate commands for core, lint, and test dependencies.
  • Refactor

    • Improved lifecycle handling with enhanced logging.
    • Switched to a simplified in-memory caching mechanism for player data retrieval.
  • Tests

    • Added tests to verify cache header behavior for initial and subsequent GET requests.
  • Chore

    • Updated dependency management by replacing an outdated caching library and refining API endpoint URLs.

@nanotaboada nanotaboada changed the title Feature/aiocache feature/aiocache Apr 3, 2025
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The pull request is closed.

Walkthrough

The changes update multiple components. The VS Code launch configuration now automatically opens the FastAPI documentation when the server is ready. The README installation instructions are revised to install dependencies from three separate files. The FastAPI application's lifespan event handler is refactored to use a new function with logging. API endpoints in the Postman collection have updated URL paths. Additionally, the caching strategy in the player routes shifts from FastAPICache to an in-memory cache, and new tests have been added to validate cache behavior.

Changes

File(s) Change Summary
.vscode/launch.json Added serverReadyAction with properties: action: "openExternally", a regex pattern to detect Uvicorn startup, and uriFormat to open the documentation URL.
README.md Updated installation instructions by replacing a single pip install command with three separate commands for different requirements files.
main.py Replaced the async context manager lifespan_context_manager with a new lifespan function, updated app initialization, added logging, and introduced new imports.
postman_collections/.../python-samples-fastapi-restful.postman_collection.json Updated the raw URL for "Create" and "Retrieve" requests to include a trailing slash.
requirements.txt Removed the dependency fastapi-cache2==0.2.2 and added aiocache==0.12.3.
routes/player_route.py Switched caching from FastAPICache to SimpleMemoryCache (with updated cache key clearing and retrieval logic) and updated headers for cache hit/miss responses.
tests/test_main.py Modified an assertion description and added two new tests to verify that GET requests return appropriate cache headers ("MISS" on initial request and "HIT" on subsequent requests).
tests/conftest.py Changed the scope of the client fixture from "module" to "function" to ensure a new instance for each test function.

Sequence Diagram(s)

VS Code Server Ready Action

sequenceDiagram
    participant Debugger as VSCode Debugger
    participant Uvicorn as FastAPI Server (Uvicorn)
    participant Browser as External Browser

    Debugger->>Uvicorn: Launch FastAPI server
    Uvicorn-->>Debugger: Log "Uvicorn running on ...:<port>"
    Debugger->>Debugger: Match log with regex pattern
    Debugger->>Browser: Open URL "http://localhost:<port>/docs"
Loading

API Request Flow with In-Memory Caching

sequenceDiagram
    participant Client as Client
    participant API as Player Route Handler
    participant Cache as Simple Memory Cache
    participant DB as Database

    Client->>API: GET /players/
    API->>Cache: Retrieve players (CACHE_KEY)
    alt Cache Hit
        Cache-->>API: Return players
        API->>Client: Respond with players (X-Cache: HIT)
    else Cache Miss
        Cache-->>API: No data found
        API->>DB: Query players
        DB-->>API: Return players
        API->>Cache: Update cache with players (TTL 600)
        API->>Client: Respond with players (X-Cache: MISS)
    end
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Actionable comments posted: 2

🧹 Nitpick comments (7)
postman_collections/python-samples-fastapi-restful.postman_collection.json (2)

25-25: Standardized endpoint URLs with trailing slashes

The URL has been updated to include a trailing slash, which is good for consistency. However, note that the path array in line 29 still shows ["players"] without the trailing slash, which is inconsistent with the raw URL.

Consider updating the path array to include an empty string element to represent the trailing slash:

-  "path": ["players"]
+  "path": ["players", ""]

53-53: Standardized endpoint URLs with trailing slashes

Similar to the previous comment, the URL has been updated with a trailing slash, but the path array in line 57 still shows ["players"] without the trailing slash.

Consider updating the path array to include an empty string element to represent the trailing slash:

-  "path": ["players"]
+  "path": ["players", ""]
tests/test_main.py (1)

169-169: Update deprecated API usage in tests

The CI pipeline shows multiple deprecation warnings about using data=<...> to upload content. The FastAPI TestClient now prefers content=<...> for raw bytes/text content.

Update all instances of client.post(), client.put() calls to use content= instead of data=:

-response = client.post(PATH, data=body)
+response = client.post(PATH, content=body)

-response = client.put(PATH + str(player_id), data=body)
+response = client.put(PATH + str(player_id), content=body)

Also applies to: 184-184, 199-199, 216-216, 232-232, 250-250

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[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.

main.py (1)

17-18: Fix docstring formatting

The docstring has four quotes instead of the standard three quotes. This will cause documentation tools to not render the docstring properly.

-    """"
+    """
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[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.

routes/player_route.py (3)

72-77: Add error handling for cache operations

Cache operations could fail for various reasons. Consider adding error handling to gracefully handle cache failures without disrupting the API functionality.

-    players = await simple_memory_cache.get(CACHE_KEY)
-    response.headers["X-Cache"] = "HIT"
-    if not players:
-        players = await player_service.retrieve_all_async(async_session)
-        await simple_memory_cache.set(CACHE_KEY, players, ttl=CACHE_TTL)
-        response.headers["X-Cache"] = "MISS"
+    try:
+        players = await simple_memory_cache.get(CACHE_KEY)
+        if players:
+            response.headers["X-Cache"] = "HIT"
+        else:
+            response.headers["X-Cache"] = "MISS"
+            players = await player_service.retrieve_all_async(async_session)
+            await simple_memory_cache.set(CACHE_KEY, players, ttl=CACHE_TTL)
+    except Exception as e:
+        # Log the error but continue with database retrieval
+        players = await player_service.retrieve_all_async(async_session)
+        response.headers["X-Cache"] = "ERROR"

47-47: Consider consistent caching approach across all routes

Currently, only the GET all players endpoint is cached, while individual player endpoints aren't. Consider using the same caching approach for other GET endpoints to improve overall API performance.

Here's how you could implement caching for the get_by_id_async endpoint:

@api_router.get(
    "/players/{player_id}",
    response_model=PlayerModel,
    status_code=status.HTTP_200_OK,
    summary="Retrieves a Player by its Id",
    tags=["Players"]
)
async def get_by_id_async(
    player_id: int = Path(..., title="The ID of the Player"),
    response: Response,
    async_session: AsyncSession = Depends(generate_async_session)
):
    """
    Endpoint to retrieve a Player by its ID.
    ...
    """
    cache_key = f"{CACHE_KEY}:{player_id}"
    player = await simple_memory_cache.get(cache_key)
    
    if player:
        response.headers["X-Cache"] = "HIT"
    else:
        response.headers["X-Cache"] = "MISS"
        player = await player_service.retrieve_by_id_async(async_session, player_id)
        if player:
            await simple_memory_cache.set(cache_key, player, ttl=CACHE_TTL)
    
    if not player:
        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND)
    
    return player

8-15: Consider using aiocache decorators for cleaner implementation

While the manual caching approach gives you fine-grained control, aiocache also supports decorators that could make the code more concise. This would be especially useful if you implement caching across multiple endpoints.

from aiocache import cached, SimpleMemoryCache
from aiocache.serializers import PickleSerializer

# At the top level
simple_memory_cache = SimpleMemoryCache()

# Example usage with a decorator
@cached(ttl=600, key="players", cache=simple_memory_cache, serializer=PickleSerializer())
async def get_players_from_db(async_session):
    return await player_service.retrieve_all_async(async_session)

# Then in your route handler
@api_router.get("/players/", ...)
async def get_all_async(
    response: Response,
    async_session: AsyncSession = Depends(generate_async_session)
):
    # Custom logic to set headers based on cache state
    # ...
    players = await get_players_from_db(async_session)
    return players
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[failure] 8-8: import-error
Unable to import 'aiocache'

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📒 Files selected for processing (7)
  • .vscode/launch.json (1 hunks)
  • README.md (1 hunks)
  • main.py (1 hunks)
  • postman_collections/python-samples-fastapi-restful.postman_collection.json (2 hunks)
  • requirements.txt (1 hunks)
  • routes/player_route.py (6 hunks)
  • tests/test_main.py (2 hunks)
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🧬 Code Definitions (2)
tests/test_main.py (1)
tests/conftest.py (1)
  • client (11-13)
routes/player_route.py (3)
data/player_database.py (1)
  • generate_async_session (31-39)
models/player_model.py (1)
  • PlayerModel (26-53)
services/player_service.py (1)
  • retrieve_all_async (39-53)
🪛 GitHub Check: Codeac Code Quality
tests/test_main.py

[warning] 50-50: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


[warning] 51-51: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


[warning] 64-64: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


[warning] 65-65: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.

main.py

[warning] 22-22: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


[failure] 8-8: import-error
Unable to import 'fastapi'

routes/player_route.py

[failure] 6-6: import-error
Unable to import 'fastapi'


[failure] 7-7: import-error
Unable to import 'sqlalchemy.ext.asyncio'


[failure] 8-8: import-error
Unable to import 'aiocache'

🪛 GitHub Actions: Python CI
tests/test_main.py

[error] 51-51: AssertionError: assert 'HIT' == 'MISS'


[warning] 408-408: DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.

main.py

[error] 51-51: AssertionError: assert 'HIT' == 'MISS'


[warning] 408-408: DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.

⏰ Context from checks skipped due to timeout of 90000ms (1)
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🔇 Additional comments (10)
.vscode/launch.json (1)

10-15: Developer experience improvement with auto-opening documentation!

The added serverReadyAction configuration automatically opens the FastAPI documentation in an external browser when the server is ready. This is a nice enhancement that streamlines the development workflow.

requirements.txt (1)

5-5: Package replacement: fastapi-cache2 → aiocache

The change from fastapi-cache2==0.2.2 to aiocache==0.12.3 reflects the updated caching strategy mentioned in the PR title. This aligns with the other changes to implement a new caching mechanism.

README.md (1)

31-33: Improved dependency installation instructions

Breaking down the dependencies into separate requirement files (requirements.txt, requirements-lint.txt, and requirements-test.txt) is a good practice that allows for more granular control over different types of dependencies.

tests/test_main.py (2)

29-29: Improved test description for clarity

The test description now correctly reflects that the test is checking the response body rather than the status code, which is already covered in the previous test.

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[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


40-51:

Details

✅ Verification successful

Cache miss test for initial requests

Good addition! This test verifies that the new caching mechanism correctly identifies initial requests as cache misses.

However, be aware of the static analysis warnings about using assert statements. While generally acceptable in test code, these statements will be removed when compiling to optimized byte code.


🌐 Web query:

Is using assert statements in Python test code considered good practice?

💡 Result:

Using assert statements in Python test code is considered good practice when following testing best practices. They provide a straightforward way to check conditions during testing, but their effective use depends on proper implementation and understanding their role in different environments.

Core Benefits of Assert in Testing

  1. Debugging Aid: Assert statements are primarily designed for debugging and testing, allowing developers to verify that conditions hold true at specific points in the code[1][2].
  2. Integration with Testing Frameworks: Tools like unittest and pytest natively support assert for validating test outcomes, enhancing readability and reducing boilerplate code[8][10].
  3. Clarity and Brevity: Assertions simplify test cases by condensing checks into single-line statements, such as assert result == expected_value[8][6].

Best Practices for Using Assert in Tests

Do's:

  • Add descriptive messages: Include error messages (e.g., assert x > 0, "x must be positive") to clarify failures[1][5].
  • Test one condition per assert: Focus each assertion on a single aspect of the code to isolate failures[3][7].
  • Combine with structured tests: Use testing frameworks to organize assertions into test cases and suites for better maintainability[10][7].

Don'ts:

  • Avoid production checks: Assertions can be disabled via the -O flag in Python, making them unreliable for runtime error handling[4][5].
  • Don’t replace proper error handling: Use exceptions (e.g., ValueError) for invalid inputs or expected edge cases instead of relying on asserts[4][5].

Testing Framework Examples

  • pytest: Leverages assert introspection to provide detailed failure reports, making it a preferred choice for many developers[8].
    def test_addition():
        assert 1 + 1 == 2, "Basic arithmetic failed"  # Passes
        assert 2 * 2 == 5, "Multiplication error"    # Fails with message
  • unittest: Uses self.assert* methods (e.g., self.assertEqual()), which wrap assertions to integrate with the framework[10].

Limitations and Alternatives

While assert is effective in tests, formal testing frameworks offer additional features like setup/teardown methods, parameterized tests, and mock objects, which are essential for complex scenarios[3][7][10]. For example:

# Using unittest's specialized assertion
import unittest

class TestMath(unittest.TestCase):
    def test_division(self):
        self.assertAlmostEqual(0.1 + 0.2, 0.3, places=7)  # Handles floating-point precision

Conclusion

Assert statements are a valid and recommended tool for Python test code when used within testing frameworks and paired with clear error messages. However, they should complement—not replace—structured testing practices and proper error-handling mechanisms.

Citations:


Cache Miss Test Feedback – Approved

Nice work on this cache miss test. It correctly verifies that the caching mechanism identifies initial requests as cache misses.

Note regarding the use of assert statements in this test: Despite static analysis warnings noting that asserts are removed when Python is run with optimization (-O), asserts are a standard and well-regarded practice in test code. Since tests are typically run without optimization, this warning can be safely set aside.

🧰 Tools
🪛 GitHub Check: Codeac Code Quality

[warning] 50-50: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


[warning] 51-51: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.

🪛 GitHub Actions: Python CI

[error] 51-51: AssertionError: assert 'HIT' == 'MISS'


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.

main.py (3)

15-21: Good improvement to the lifespan handler

The refactored lifespan function with proper type annotations and logging is a good improvement over the previous implementation. This makes the code more maintainable and easier to understand.

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6-13: Well-structured logging setup

Good addition of logging functionality using the uvicorn logger. The comment referencing the GitHub issue provides helpful context for why this specific logger is being used.

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🪛 GitHub Check: Codeac Code Quality

[failure] 8-8: import-error
Unable to import 'fastapi'

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[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


20-20:

Details

❓ Verification inconclusive

Address test failure related to caching

There's a pipeline failure showing AssertionError: assert 'HIT' == 'MISS' which suggests tests need to be updated to match the new caching behavior implemented in this PR.


🏁 Script executed:

#!/bin/bash
# Find and examine the failing test to understand why the cache test is failing
rg -A 10 -B 10 "'HIT' == 'MISS'" --glob "*.py"

Length of output: 60


Update caching test expectations to match the new behavior

The pipeline failure (AssertionError: assert 'HIT' == 'MISS') clearly indicates a change in caching behavior that isn't reflected in the tests. However, our automated search for the failing assertion (using the command targeting the exact string) did not return any matches. Please manually verify the caching tests to confirm that:

  • The expected behavior of the cache (i.e., whether it should return 'HIT' or 'MISS') aligns with the new implementation.
  • Any test assertions referencing these cache outcomes are updated to match the latest behavior.

Once verified, update the failing test(s) to reflect the intended behavior.

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[warning] DeprecationWarning: Use 'content=<...>' to upload raw bytes/text content.


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routes/player_route.py (2)

15-18: Good cache configuration with explicit constants

Setting explicit constants for the cache key and TTL is a good practice that makes the caching behavior more maintainable and easier to adjust in the future.


47-47: Good cache invalidation on data modifications

The cache is correctly invalidated in all data-modifying endpoints (POST, PUT, DELETE). This ensures that the API doesn't serve stale data after modifications.

Also applies to: 169-169, 198-198

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Coverage summary from Codacy

See diff coverage on Codacy

Coverage variation Diff coverage
+0.22% 100.00%
Coverage variation details
Coverable lines Covered lines Coverage
Common ancestor commit (585d2bc) 272 260 95.59%
Head commit (613bd66) 286 (+14) 274 (+14) 95.80% (+0.22%)

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Pull request (#326) 31 31 100.00%

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Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 89.18%. Comparing base (585d2bc) to head (613bd66).
Report is 7 commits behind head on master.

Additional details and impacted files
@@            Coverage Diff             @@
##           master     #326      +/-   ##
==========================================
+ Coverage   88.88%   89.18%   +0.30%     
==========================================
  Files           2        2              
  Lines         108      111       +3     
==========================================
+ Hits           96       99       +3     
  Misses         12       12              

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Actionable comments posted: 0

♻️ Duplicate comments (1)
routes/player_route.py (1)

72-77: ⚠️ Potential issue

Incorrect order of cache hit/miss header logic

The X-Cache header is set to "HIT" before checking if players exist in the cache, which could lead to incorrect header values.

-    players = await simple_memory_cache.get(CACHE_KEY)
-    response.headers["X-Cache"] = "HIT"
-    if not players:
-        players = await player_service.retrieve_all_async(async_session)
-        await simple_memory_cache.set(CACHE_KEY, players, ttl=CACHE_TTL)
-        response.headers["X-Cache"] = "MISS"
+    players = await simple_memory_cache.get(CACHE_KEY)
+    if players:
+        response.headers["X-Cache"] = "HIT"
+    else:
+        response.headers["X-Cache"] = "MISS"
+        players = await player_service.retrieve_all_async(async_session)
+        await simple_memory_cache.set(CACHE_KEY, players, ttl=CACHE_TTL)

This issue was previously identified and should have been fixed according to past review comments. The current implementation doesn't match the expected fix.

🧹 Nitpick comments (1)
main.py (1)

16-20: Fix docstring typo in lifespan function

There's a small typo in the docstring - an extra double quote.

-    """"
+    """
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  • .vscode/launch.json (1 hunks)
  • README.md (1 hunks)
  • main.py (1 hunks)
  • postman_collections/python-samples-fastapi-restful.postman_collection.json (2 hunks)
  • requirements.txt (1 hunks)
  • routes/player_route.py (6 hunks)
  • tests/test_main.py (2 hunks)
🚧 Files skipped from review as they are similar to previous changes (4)
  • requirements.txt
  • README.md
  • postman_collections/python-samples-fastapi-restful.postman_collection.json
  • .vscode/launch.json
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🧬 Code Definitions (2)
tests/test_main.py (1)
tests/conftest.py (1)
  • client (11-13)
routes/player_route.py (3)
data/player_database.py (1)
  • generate_async_session (31-39)
models/player_model.py (1)
  • PlayerModel (26-53)
services/player_service.py (1)
  • retrieve_all_async (39-53)
🪛 GitHub Check: Codeac Code Quality
main.py

[warning] 23-23: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


[failure] 8-8: import-error
Unable to import 'fastapi'

tests/test_main.py

[warning] 23-23: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


[warning] 24-24: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


[warning] 37-37: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


[warning] 38-38: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.

routes/player_route.py

[failure] 6-6: import-error
Unable to import 'fastapi'


[failure] 7-7: import-error
Unable to import 'sqlalchemy.ext.asyncio'


[failure] 8-8: import-error
Unable to import 'aiocache'

🔇 Additional comments (10)
tests/test_main.py (3)

13-24: Well-structured test for cache miss scenario!

This test properly verifies that the initial request to the /players/ endpoint correctly sets the X-Cache header to "MISS", which aligns with the caching implementation in player_route.py.

🧰 Tools
🪛 GitHub Check: Codeac Code Quality

[warning] 23-23: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


[warning] 24-24: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


26-38: Good cache hit verification test

This test effectively verifies the caching behavior by making two consecutive requests and checking that the second request correctly returns a cache hit. This validates that your caching implementation is working as expected.

🧰 Tools
🪛 GitHub Check: Codeac Code Quality

[warning] 37-37: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


[warning] 38-38: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.


56-56: LGTM: Clear test description update

The description update clarifies that this test focuses on validating the response body content rather than the status code (which is covered by a separate test).

main.py (3)

6-8: Appropriate imports for the updated lifespan function

The addition of logging and AsyncIterator imports properly supports the refactored lifespan event handler.

🧰 Tools
🪛 GitHub Check: Codeac Code Quality

[failure] 8-8: import-error
Unable to import 'fastapi'


11-13: Good logging setup with clear comments

The explicit logging configuration with a reference to the GitHub issue helps explain why the specific logger name is used. This improves maintainability.


23-23: LGTM: Clean update to lifespan function reference

The FastAPI app initialization properly references the new lifespan function.

🧰 Tools
🪛 GitHub Check: Codeac Code Quality

[warning] 23-23: B101
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.

routes/player_route.py (4)

6-9: Appropriate imports for the new caching strategy

The addition of Response and SimpleMemoryCache imports supports the shift from FastAPICache to aiocache's SimpleMemoryCache.

🧰 Tools
🪛 GitHub Check: Codeac Code Quality

[failure] 6-6: import-error
Unable to import 'fastapi'


[failure] 7-7: import-error
Unable to import 'sqlalchemy.ext.asyncio'


[failure] 8-8: import-error
Unable to import 'aiocache'


15-18: Well-defined cache configuration

The SimpleMemoryCache instance and constants for cache key and TTL provide clear configuration for the caching system. The 10-minute TTL is a reasonable default.


47-47: Consistent cache clearing

The cache clearing is consistently applied in post, put, and delete operations, ensuring that the cache stays in sync with the database.

Also applies to: 169-169, 198-198


59-61: Good addition of Response parameter

Adding the Response parameter to the get_all_async function allows setting the X-Cache header, which is essential for the caching strategy and test validation.

🧰 Tools
🪛 Ruff (0.8.2)

61-61: Do not perform function call Depends in argument defaults; instead, perform the call within the function, or read the default from a module-level singleton variable

(B008)

@sonarqubecloud
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sonarqubecloud bot commented Apr 3, 2025

@nanotaboada nanotaboada merged commit 4219b7c into master Apr 3, 2025
20 checks passed
@nanotaboada nanotaboada deleted the feature/aiocache branch April 3, 2025 03:10
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