⚡️ Speed up method VertexAITextEmbeddingConfig.get_config by 44%

[codeflash-ai]

📄 44% (0.44x) speedup for VertexAITextEmbeddingConfig.get_config in litellm/llms/vertex_ai/vertex_embeddings/transformation.py

⏱️ Runtime : 2.97 milliseconds → 2.07 milliseconds (best of 30 runs)

📝 Explanation and details

Summary of optimizations:

• In __init__, replaced the loop and locals().copy() with direct checks/assignments for the three arguments, reducing work and memory usage.
• In get_config, replaced explicit isinstance checks for function/method types with a single callable check, which covers all function, method, classmethod, and staticmethod types and is faster for filtering out functions/methods.
• No changes to type annotations, names, or logic.
• No change in side-effects, return values, or raised exceptions.

✅ Correctness verification report:

Test	Status
⚙️ Existing Unit Tests	🔘 None Found
🌀 Generated Regression Tests	✅ 11 Passed
⏪ Replay Tests	🔘 None Found
🔎 Concolic Coverage Tests	🔘 None Found
📊 Tests Coverage	100.0%

🌀 Generated Regression Tests and Runtime

import types
from typing import Literal, Optional

# imports
import pytest
from litellm.llms.vertex_ai.vertex_embeddings.transformation import \
    VertexAITextEmbeddingConfig
from pydantic import BaseModel

# unit tests

# -------- Basic Test Cases --------















#------------------------------------------------
import types
from typing import Literal, Optional

# imports
import pytest  # used for our unit tests
from litellm.llms.vertex_ai.vertex_embeddings.transformation import \
    VertexAITextEmbeddingConfig
from pydantic import BaseModel

# unit tests

# ---- Basic Test Cases ----























#------------------------------------------------
from litellm.llms.vertex_ai.vertex_embeddings.transformation import VertexAITextEmbeddingConfig

To edit these changes git checkout codeflash/optimize-VertexAITextEmbeddingConfig.get_config-mhc5yf5r and push.