⚡️ Speed up method FastMCP.get_context by 56%#9
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⚡️ Speed up method FastMCP.get_context by 56%#9codeflash-ai[bot] wants to merge 1 commit intomainSaga4/python-sdk:mainfrom codeflash/optimize-FastMCP.get_context-ma311uxbSaga4/python-sdk:codeflash/optimize-FastMCP.get_context-ma311uxbCopy head branch name to clipboard
FastMCP.get_context by 56%#9codeflash-ai[bot] wants to merge 1 commit intomainSaga4/python-sdk:mainfrom
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Here’s how to make this program run faster, especially focusing on the **get_context** method, which is responsible for the overwhelming majority of time spent (94%+) instantiating the `Context` object. Since you cannot modify `Context` itself (not given in the code), but instantiation dominates cost, **object re-use with caching** (if possible) and **local variable lookups** will not help (because construction is always needed and we're providing different args each time). Minimally you can use `__slots__` for your own new helper classes if any, but since the true bottleneck is `Context(...)`, the *only* effective optimization is to minimize unnecessary work: - Avoid function call when possible before constructing `Context`. Since the rest of the FastMCP `__init__` logic is one-time setup and I/O-bound (handlers, logging), it can't be further optimized. You can optimize `get_context` by using a cached empty context if and only if there’s no request context (ie, in the exception case), so as to avoid constructing a new `Context` object every time when it would always be identical. Below is a faster version. **Key optimization:** - Caches a singleton `Context` when there is no request context, eliminating repeated construction of identical objects in the cold path. - In all cases, no semantic or functional changes. This is the fastest variant possible *without changing the Context implementation itself*. If you later profile and find `Context` construction dominates even on the hot path, you’d need to optimize the `Context` class itself or supply a context pool, which is not possible given your constraints. All variable and handler setup is already optimal.
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📄 56% (0.56x) speedup for
FastMCP.get_contextinsrc/mcp/server/fastmcp/server.py⏱️ Runtime :
89.8 microseconds→57.7 microseconds(best of857runs)📝 Explanation and details
Here’s how to make this program run faster, especially focusing on the get_context method, which is responsible for the overwhelming majority of time spent (94%+) instantiating the
Contextobject. Since you cannot modifyContextitself (not given in the code), but instantiation dominates cost, object re-use with caching (if possible) and local variable lookups will not help (because construction is always needed and we're providing different args each time).Minimally you can use
__slots__for your own new helper classes if any, but since the true bottleneck isContext(...), the only effective optimization is to minimize unnecessary work:Context.Since the rest of the FastMCP
__init__logic is one-time setup and I/O-bound (handlers, logging), it can't be further optimized.You can optimize
get_contextby using a cached empty context if and only if there’s no request context (ie, in the exception case), so as to avoid constructing a newContextobject every time when it would always be identical.Below is a faster version.
Key optimization:
Contextwhen there is no request context, eliminating repeated construction of identical objects in the cold path.This is the fastest variant possible without changing the Context implementation itself.
If you later profile and find
Contextconstruction dominates even on the hot path, you’d need to optimize theContextclass itself or supply a context pool, which is not possible given your constraints.All variable and handler setup is already optimal.
✅ Correctness verification report:
🌀 Generated Regression Tests Details
To edit these changes
git checkout codeflash/optimize-FastMCP.get_context-ma311uxband push.