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Test/add multimodal audio test #382
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Original file line number | Diff line number | Diff line change |
---|---|---|
|
@@ -15,7 +15,6 @@ | |
import base64 | ||
import os | ||
from typing import List, Literal, Type, cast | ||
|
||
import cv2 | ||
import numpy as np | ||
import pytest | ||
|
@@ -29,20 +28,15 @@ | |
from langfuse.callback import CallbackHandler | ||
from pydantic import BaseModel, Field | ||
from pytest import FixtureRequest | ||
|
||
from rai.messages import HumanMultimodalMessage | ||
from rai.tools.utils import run_requested_tools | ||
|
||
|
||
class GetImageToolInput(BaseModel): | ||
name: str = Field(..., title="Name of the image") | ||
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||
|
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class GetImageTool(BaseTool): | ||
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||
name: str = "GetImageTool" | ||
description: str = "Get an image from the user" | ||
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args_schema: Type[GetImageToolInput] = GetImageToolInput # type: ignore | ||
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def _run(self, name: str): | ||
|
@@ -53,6 +47,26 @@ def _run(self, name: str): | |
base64_image = base64.b64encode(image).decode("utf-8") | ||
return {"content": f"Here is the image {name}", "images": [base64_image]} | ||
|
||
class GetAudioToolInput(BaseModel): | ||
name: str = Field(..., title="Name of the audio file") | ||
|
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class GetAudioTool(BaseTool): | ||
name: str = "GetAudioTool" | ||
description: str = "Get an audio file from the user" | ||
args_schema: Type[GetAudioToolInput] = GetAudioToolInput # type: ignore | ||
|
||
def _run(self, name: str): | ||
# simple audio signal (1 second of 440Hz sine wave) | ||
sample_rate = 44100 | ||
duration = 1.0 | ||
t = np.linspace(0, duration, int(sample_rate * duration)) | ||
audio_signal = np.sin(2 * np.pi * 440 * t) | ||
Comment on lines
+58
to
+63
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. A better solution would be to add an actual test.wav file, instead of mocking the input to the too like so. |
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# convert to WAV format | ||
audio_bytes = audio_signal.astype(np.float32).tobytes() | ||
base64_audio = base64.b64encode(audio_bytes).decode("utf-8") | ||
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return {"content": f"Here is the audio file {name}", "audios": [base64_audio]} | ||
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@pytest.mark.billable | ||
@pytest.mark.parametrize( | ||
|
@@ -70,9 +84,9 @@ def test_multimodal_messages( | |
request: FixtureRequest, | ||
): | ||
llm = request.getfixturevalue(llm) # type: ignore | ||
tools = [GetImageTool()] | ||
tools = [GetImageTool(), GetAudioTool()] # added AudioTool to tools | ||
llm_with_tools = llm.bind_tools(tools) # type: ignore | ||
|
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langfuse_handler = CallbackHandler( | ||
public_key=os.getenv("LANGFUSE_PK"), | ||
secret_key=os.getenv("LANGFUSE_SK"), | ||
|
@@ -81,25 +95,35 @@ def test_multimodal_messages( | |
tags=["test"], | ||
) | ||
|
||
scenario: List[BaseMessage] = [ | ||
HumanMultimodalMessage( | ||
content="Can you please describe the contents of test.png image? Remember to use the available tools." | ||
), | ||
scenarios = [ | ||
[ | ||
HumanMultimodalMessage( | ||
content="Can you please describe the contents of test.png image? Remember to use the available tools." | ||
), | ||
], | ||
# audio scenario | ||
[ | ||
HumanMultimodalMessage( | ||
content="Can you please analyze the contents of test.wav audio? Remember to use the available tools." | ||
), | ||
] | ||
] | ||
with callback() as cb: | ||
ai_msg = cast( | ||
AIMessage, | ||
llm_with_tools.invoke(scenario, config={"callbacks": [langfuse_handler]}), | ||
) | ||
scenario.append(ai_msg) | ||
scenario = run_requested_tools(ai_msg, tools, scenario, llm_type=llm_type) | ||
ai_msg = llm_with_tools.invoke( | ||
scenario, config={"callbacks": [langfuse_handler]} | ||
) | ||
usage_tracker.add_usage( | ||
llm_type, | ||
cost=cb.total_cost, | ||
total_tokens=cb.total_tokens, | ||
input_tokens=cb.prompt_tokens, | ||
output_tokens=cb.completion_tokens, | ||
) | ||
|
||
for scenario in scenarios: | ||
with callback() as cb: | ||
ai_msg = cast( | ||
AIMessage, | ||
llm_with_tools.invoke(scenario, config={"callbacks": [langfuse_handler]}), | ||
) | ||
scenario.append(ai_msg) | ||
scenario = run_requested_tools(ai_msg, tools, scenario, llm_type=llm_type) | ||
ai_msg = llm_with_tools.invoke( | ||
scenario, config={"callbacks": [langfuse_handler]} | ||
) | ||
usage_tracker.add_usage( | ||
llm_type, | ||
cost=cb.total_cost, | ||
total_tokens=cb.total_tokens, | ||
input_tokens=cb.prompt_tokens, | ||
output_tokens=cb.completion_tokens, | ||
) |
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mb, I'll change that