diff --git a/docs/open_source/setting_up/index.md b/docs/open_source/setting_up/index.md index 0a0e3fe2c2..923b706a15 100644 --- a/docs/open_source/setting_up/index.md +++ b/docs/open_source/setting_up/index.md @@ -149,6 +149,34 @@ giskard.llm.set_llm_model("gemini/gemini-1.5-pro") giskard.llm.set_embedding_model("gemini/text-embedding-004") ``` +## Groq Client Setup + +More information on [Groq LiteLLM documentation](https://docs.litellm.ai/docs/providers/groq) + +**Note: Groq does not currently support embedding models.** +For a complete list of supported embedding providers, see: [LiteLLM Embedding Documentation](https://docs.litellm.ai/docs/embedding/supported_embedding) + +### Setup using .env variables + +```python +import os +import giskard + +os.environ["GROQ_API_KEY"] = "" # "my-groq-api-key" + +# Optional, setup a model (default LLM is llama-3.3-70b-versatile) +giskard.llm.set_llm_model("groq/llama-3.3-70b-versatile") +``` + +### Setup using completion params + +```python +import giskard + +api_key = "" # "my-groq-api-key" +giskard.llm.set_llm_model("groq/llama-3.3-70b-versatile", api_key=api_key) +``` + ## Custom Client Setup More information on [Custom Format LiteLLM documentation](https://docs.litellm.ai/docs/providers/custom_llm_server) diff --git a/giskard/llm/client/groq_client.py b/giskard/llm/client/groq_client.py new file mode 100644 index 0000000000..676e56dc8a --- /dev/null +++ b/giskard/llm/client/groq_client.py @@ -0,0 +1,97 @@ +from typing import Optional, Sequence + +import logging +from dataclasses import asdict + +from ..config import LLMConfigurationError +from ..errors import LLMImportError +from . import LLMClient +from .base import ChatMessage + +try: + import groq + from groq import Groq +except ImportError as err: + raise LLMImportError(flavor="llm") from err + +AUTH_ERROR_MESSAGE = ( + "Could not authenticate with Groq API. Please make sure you have configured the API key by " + "setting GROQ_API_KEY in the environment." +) + +JSON_MODE_GUIDANCE = ( + "To use JSON mode, make sure:\n" + "1. Pass format='json' or format='json_object' to the `complete()` method.\n" + "2. You describe the expected JSON structure clearly in the system prompt.\n" + "3. The selected model supports JSON output.\n" + "See: https://console.groq.com/docs/text-chat#json-mode" +) + +logger = logging.getLogger(__name__) + + +class GroqClient(LLMClient): + def __init__( + self, + model: str = "llama-3.3-70b-versatile", # Default model for Groq + client: Groq = None, + # json_mode: Optional[bool] = None + ): + logger.info(f"Initializing GroqClient with model: {model}") + self.model = model + self._client = client or Groq() + logger.info("GroqClient initialized successfully") + + def get_config(self) -> dict: + """Return the configuration of the LLM client.""" + return {"client_type": self.__class__.__name__, "model": self.model} + + def complete( + self, + messages: Sequence[ChatMessage], + temperature: float = 1.0, + max_tokens: Optional[int] = None, + caller_id: Optional[str] = None, + seed: Optional[int] = None, + format: Optional[str] = None, + ) -> ChatMessage: + logger.info(f"GroqClient.complete called with model: {self.model}") + logger.info(f"Messages: {messages}") + + extra_params = dict() + + extra_params["seed"] = seed + + if format in {"json", "json_object"}: + extra_params["response_format"] = {"type": "json_object"} + + try: + completion = self._client.chat.completions.create( + model=self.model, + messages=[asdict(m) for m in messages], + temperature=temperature, + max_tokens=max_tokens, + **extra_params, + ) + + except groq.AuthenticationError as err: + raise LLMConfigurationError(AUTH_ERROR_MESSAGE) from err + + except groq.BadRequestError as err: + if format in {"json", "json_object"}: + raise LLMConfigurationError( + f"Model '{self.model}' does not support JSON output or the request format is incorrect.\n\n{JSON_MODE_GUIDANCE}" + ) from err + raise + + self.logger.log_call( + prompt_tokens=completion.usage.prompt_tokens, + sampled_tokens=completion.usage.completion_tokens, + model=self.model, + client_class=self.__class__.__name__, + caller_id=caller_id, + ) + + msg = completion.choices[0].message + + return ChatMessage(role=msg.role, content=msg.content) diff --git a/pdm.lock b/pdm.lock index eaae3cd8e6..256693aa02 100644 --- a/pdm.lock +++ b/pdm.lock @@ -5,7 +5,7 @@ groups = ["default", "dev", "doc", "llm", "ml-runtime", "talk", "tensorflow", "test"] strategy = ["inherit_metadata"] lock_version = "4.5.0" -content_hash = "sha256:ef9cf680c4ef622a45aaf1e9ece2f196174abdb67bd24b8dab2e75ba45c5629b" +content_hash = "sha256:ecf506f7488c98a088ba47f54c1c97c2c1117d0bfa4be2993907c5346452ba08" [[metadata.targets]] requires_python = ">=3.9,<3.13" @@ -34,7 +34,7 @@ files = [ [[package]] name = "aiohttp" -version = "3.12.12" +version = "3.12.13" requires_python = ">=3.9" summary = "Async http client/server framework (asyncio)" groups = ["dev", "llm", "ml-runtime", "test"] @@ -49,75 +49,75 @@ dependencies = [ "yarl<2.0,>=1.17.0", ] files = [ - {file = "aiohttp-3.12.12-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:6f25e9d274d6abbb15254f76f100c3984d6b9ad6e66263cc60a465dd5c7e48f5"}, - {file = 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a/tests/llm/test_llm_client.py b/tests/llm/test_llm_client.py index 714bfb5849..04f2521e3f 100644 --- a/tests/llm/test_llm_client.py +++ b/tests/llm/test_llm_client.py @@ -1,4 +1,5 @@ import json +from importlib.util import find_spec from unittest.mock import MagicMock, Mock, patch import pydantic @@ -11,6 +12,7 @@ from giskard.llm.client import ChatMessage from giskard.llm.client.bedrock import ClaudeBedrockClient from giskard.llm.client.gemini import GeminiClient +from giskard.llm.client.groq_client import GroqClient from giskard.llm.client.openai import OpenAIClient PYDANTIC_V2 = pydantic.__version__.startswith("2.") @@ -238,3 +240,38 @@ def test_gemini_client(): # Assert that the response is a ChatMessage and has the correct content assert isinstance(res, ChatMessage) assert res.content == "This is a test!" + + +# Check if groq is installed +has_groq = find_spec("groq") is not None + + +@pytest.mark.skipif(not PYDANTIC_V2 or not has_groq, reason="Groq client test requires Pydantic v2 and groq package") +def test_groq_client(): + # Mock the Groq response + demo_response = Mock() + demo_response.usage = Mock(prompt_tokens=13, completion_tokens=7) + demo_response.choices = [Mock(message=Mock(role="assistant", content="This is a test!"))] + + # Mock the Groq client + mock_client = Mock() + mock_client.chat.completions.create.return_value = demo_response + + client = GroqClient(model="llama-3.3-70b-versatile", client=mock_client) + + # Call the complete method + res = client.complete([ChatMessage(role="user", content="Hello")], temperature=0.7, format="json", max_tokens=100) + + # Assert json_object format was passed + assert mock_client.chat.completions.create.call_args[1]["response_format"] == {"type": "json_object"} + + # Assert that create was called with correct arguments + mock_client.chat.completions.create.assert_called_once() + assert mock_client.chat.completions.create.call_args[1]["messages"] == [{"role": "user", "content": "Hello"}] + assert mock_client.chat.completions.create.call_args[1]["temperature"] == 0.7 + assert mock_client.chat.completions.create.call_args[1]["max_tokens"] == 100 + assert mock_client.chat.completions.create.call_args[1]["model"] == "llama-3.3-70b-versatile" + + # Assert the response is correct + assert isinstance(res, ChatMessage) + assert res.content == "This is a test!"