shravankumar147:feature/llm-loader - Branch - langchain-ai/langchain

langchain-ai

langchain

Instrumentation

Wall Time

Blog Docs Changelog

docs: add unified LLM loader example for OpenAI, Groq, Ollama, OpenRouter

#32620Closed

Comparing

shravankumar147:feature/llm-loader

(

b6b8d6a

) with

master

(

f896bcd

)

+12%

Improvements: 3

Untouched: 10

Unknown Walltime execution environment detected

Using the Walltime instrument on standard Hosted Runners will lead to inconsistent data. For the most accurate results, we recommend using CodSpeed Macro Runners: bare-metal machines fine-tuned for performance measurement consistency.

Benchmarks

Improved

test_import_time[BaseChatModel]

libs/core/tests/benchmarks/test_imports.py::test_import_time[BaseChatModel]

+12%

537.2 ms480.9 ms

test_import_time[InMemoryVectorStore]

libs/core/tests/benchmarks/test_imports.py::test_import_time[InMemoryVectorStore]

+12%

264.2 ms236.6 ms

test_import_time[ChatPromptTemplate]

libs/core/tests/benchmarks/test_imports.py::test_import_time[ChatPromptTemplate]

+11%

449.3 ms406.6 ms

Passed

test_import_time[PydanticOutputParser]

libs/core/tests/benchmarks/test_imports.py::test_import_time[PydanticOutputParser]

+9%

391.6 ms359.5 ms

test_import_time[HumanMessage]

libs/core/tests/benchmarks/test_imports.py::test_import_time[HumanMessage]

+9%

223.4 ms205.9 ms

test_import_time[RunnableLambda]

libs/core/tests/benchmarks/test_imports.py::test_import_time[RunnableLambda]

+8%

244.3 ms226.7 ms

test_import_time[tool]

libs/core/tests/benchmarks/test_imports.py::test_import_time[tool]

+8%

498.5 ms462.6 ms

test_import_time[InMemoryRateLimiter]

libs/core/tests/benchmarks/test_imports.py::test_import_time[InMemoryRateLimiter]

+7%

173.2 ms161.6 ms

test_import_time[LangChainTracer]

libs/core/tests/benchmarks/test_imports.py::test_import_time[LangChainTracer]

+7%

430.9 ms403.8 ms

test_import_time[Document]

libs/core/tests/benchmarks/test_imports.py::test_import_time[Document]

+7%

218.3 ms204.8 ms

test_import_time[Runnable]

libs/core/tests/benchmarks/test_imports.py::test_import_time[Runnable]

+6%

241.3 ms226.7 ms

test_import_time[CallbackManager]

libs/core/tests/benchmarks/test_imports.py::test_import_time[CallbackManager]

+6%

435.7 ms412.7 ms

test_async_callbacks_in_sync

libs/core/tests/benchmarks/test_async_callbacks.py::test_async_callbacks_in_sync

+4%

24.7 ms23.7 ms

Commits

Click on a commit to change the comparison range

Base

master

f896bcd

+11.7%

Add unified LLM loader example (OpenAI, Groq, Ollama, OpenRouter)

b6b8d6a

22 days ago

by shravankumar147

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