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UsageMetadataCallbackHandler silently drops usage_metadata when model_name is missing
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上游 issue 正文
### Submission checklist
- [x] This is a bug, not a usage question.
- [x] I added a clear and descriptive title that summarizes this issue.
- [x] I used the GitHub search to find a similar question and didn't find it.
- [x] I am sure that this is a bug in LangChain rather than my code.
- [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package).
- [x] This is not related to the langchain-community package.
- [x] I posted a self-contained, minimal, reproducible example. A maintainer can copy it and run it AS IS.
### Package (Required)
- [ ] langchain
- [ ] langchain-openai
- [ ] langchain-anthropic
- [ ] langchain-classic
- [x] langchain-core
- [ ] langchain-model-profiles
- [x] langchain-tests
- [ ] langchain-text-splitters
- [ ] langchain-chroma
- [ ] langchain-deepseek
- [ ] langchain-exa
- [ ] langchain-fireworks
- [ ] langchain-groq
- [ ] langchain-huggingface
- [ ] langchain-mistralai
- [ ] langchain-nomic
- [ ] langchain-ollama
- [ ] langchain-openrouter
- [ ] langchain-perplexity
- [ ] langchain-qdrant
- [ ] langchain-xai
- [ ] Other / not sure / general
### Related Issues / PRs
PR #40513 (fix, ready — references this issue once it's reopened)
### Reproduction Steps / Example Code (Python)
```python
from langchain_core.callbacks import get_usage_metadata_callback
from langchain_core.language_models import GenericFakeChatModel
from langchain_core.messages import AIMessage
from langchain_core.messages.ai import UsageMetadata
usage = UsageMetadata(input_tokens=1, output_tokens=2, total_tokens=3)
llm = GenericFakeChatModel(messages=iter([AIMessage("hi", usage_metadata=usage)]))
with get_usage_metadata_callback() as cb:
llm.invoke("hello")
print(cb.usage_metadata) # {} -- usage silently lost
```
### Error Message and Stack Trace (if applicable)
```shell
```
### Description
`UsageMetadataCallbackHandler.on_llm_end` (in `langchain_core/callbacks/usage.py`) only records token usage when the respon…
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