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27 changes: 23 additions & 4 deletions garak/generators/langchain.py
Original file line number Diff line number Diff line change
Expand Up @@ -38,18 +38,36 @@ class LangChainLLMGenerator(Generator):
"frequency_penalty": 0.0,
"presence_penalty": 0.0,
"stop": [],
"model_provider": None,
"configurable_fields": None,
}
extra_dependency_names = ["langchain.llms"]
extra_dependency_names = ["langchain.chat_models"]
generator_family_name = "LangChain"

_unsafe_attributes = ["generator"]

def __init__(self, name="", config_root=_config):
self.name = name
self._load_config(config_root)
self.fullname = f"LangChain LLM {self.name}"

super().__init__(self.name, config_root=config_root)
self._load_unsafe()

def _load_unsafe(self):
configured_fields = {}
if configured_fields:
for field in self.configurable_fields:
if hasattr(self, field):
configured_fields[field] = getattr(self, field)

# if not already added pass thru an configured `api_key`
if hasattr(self, "api_key") and not configured_fields.get("api_key", None):
configured_fields["api_key"] = self.api_key

self.generator = getattr(self.langchain_llms, self.name)()
self.generator = self.langchain_chat_models.init_chat_model(
self.name, configurable_fields=self.configurable_fields, **configured_fields
)

def _call_model(
self, prompt: Conversation, generations_this_call: int = 1
Expand All @@ -60,8 +78,9 @@ def _call_model(
This calls invoke once per generation; invoke() seems to have the best
support across LangChain LLM integrations.
"""
# Should this be expanded to process a whole conversation in some way?
return [Message(r) for r in self.generator.invoke(prompt.last_message().text)]
conv = self._conversation_to_list(prompt)
resp = self.generator.invoke(conv)
return [Message(resp.content)]


DEFAULT_CLASS = "LangChainLLMGenerator"
2 changes: 1 addition & 1 deletion pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -99,7 +99,7 @@ dependencies = [
"accelerate>=0.23.0",
"avidtools==0.1.2",
"stdlibs>=2022.10.9",
"langchain>=0.3.25,<1.0.0",
"langchain>=1.2.1",
"nemollm>=0.3.0",
"cmd2==2.4.3",
"torch>=2.6.0",
Expand Down
2 changes: 1 addition & 1 deletion requirements.txt
Original file line number Diff line number Diff line change
Expand Up @@ -14,7 +14,7 @@ nltk>=3.9.1
accelerate>=0.23.0
avidtools==0.1.2
stdlibs>=2022.10.9
langchain>=0.3.25,<1.0.0
langchain>=1.2.1
nemollm>=0.3.0
cmd2==2.4.3
torch>=2.6.0
Expand Down