feat: together now supports base64 embedding encoding

recordings for: ./scripts/integration-tests.sh --stack-config server:ci-tests --suite base --setup together --subdirs inference --pattern openai
This commit is contained in:
Matthew Farrellee 2025-09-26 05:55:50 -04:00
parent b67aef2fc4
commit f9cd397fe7
27 changed files with 15951 additions and 7 deletions

View file

@ -6,7 +6,7 @@
from collections.abc import AsyncGenerator
from openai import NOT_GIVEN, AsyncOpenAI
from openai import AsyncOpenAI
from together import AsyncTogether
from together.constants import BASE_URL
@ -311,10 +311,9 @@ class TogetherInferenceAdapter(OpenAIMixin, ModelRegistryHelper, Inference, Need
the standard OpenAI embeddings endpoint.
The endpoint -
- does not return usage information
- not all models return usage information
- does not support user param, returns 400 Unrecognized request arguments supplied: user
- does not support dimensions param, returns 400 Unrecognized request arguments supplied: dimensions
- does not support encoding_format param, always returns floats, never base64
"""
# Together support ticket #13332 -> will not fix
if user is not None:
@ -322,13 +321,11 @@ class TogetherInferenceAdapter(OpenAIMixin, ModelRegistryHelper, Inference, Need
# Together support ticket #13333 -> escalated
if dimensions is not None:
raise ValueError("Together's embeddings endpoint does not support dimensions param.")
# Together support ticket #13331 -> will not fix, compute client side
if encoding_format not in (None, NOT_GIVEN, "float"):
raise ValueError("Together's embeddings endpoint only supports encoding_format='float'.")
response = await self.client.embeddings.create(
model=await self._get_provider_model_id(model),
input=input,
encoding_format=encoding_format,
)
response.model = model # return the user the same model id they provided, avoid exposing the provider model id

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@ -41,7 +41,6 @@ def skip_if_model_doesnt_support_user_param(client, model_id):
def skip_if_model_doesnt_support_encoding_format_base64(client, model_id):
provider = provider_from_model(client, model_id)
if provider.provider_type in (
"remote::together", # param silently ignored, always returns floats
"remote::databricks", # param silently ignored, always returns floats
"remote::fireworks", # param silently ignored, always returns list of floats
"remote::ollama", # param silently ignored, always returns list of floats

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@ -0,0 +1,802 @@
{
"request": {
"method": "POST",
"url": "https://api.together.xyz/v1/v1/embeddings",
"headers": {},
"body": {
"model": "togethercomputer/m2-bert-80M-32k-retrieval",
"input": [
"What is the capital of France?"
]
},
"endpoint": "/v1/embeddings",
"model": "togethercomputer/m2-bert-80M-32k-retrieval"
},
"response": {
"body": {
"__type__": "openai.types.create_embedding_response.CreateEmbeddingResponse",
"__data__": {
"data": [
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"content": "To test OpenAI telemetry creation, let's break down the process into steps that can help ensure telemetry data is correctly created and utilized. Telemetry in the context of AI, such as OpenAI, typically refers to the automated process of collecting, transmitting, and analyzing data from remote sources, in this case, user interactions with AI models. Here\u2019s how you might approach testing telemetry creation:\n\n### 1. **Define Telemetry Requirements**\n- **Identify Data Points:** Determine what data points are crucial for your analysis. This could include user input, model responses, interaction timestamps, user IDs, etc.\n- **Purpose of Telemetry:** Understand why you are collecting this data. Is it for model improvement, user experience enhancement, or security monitoring?\n\n### 2. **Implement Data Collection**\n- **API Integration:** If you're using OpenAI's API, ensure you have the necessary permissions and access to collect the required data. OpenAI provides APIs for interacting with their models, and you can collect telemetry data through these interactions.\n- **Logging Mechanisms:** Implement logging mechanisms in your application to capture relevant data. This could involve server-side logging for API calls or client-side logging for user interactions.\n\n### 3. **Data Transmission**\n- **Secure Data Transfer:** Ensure that the data collected is transmitted securely to your analytics or storage system. HTTPS is a standard for secure data transmission over the internet.\n- **Data Format:** Decide on a data format for transmission. JSON is commonly used due to its readability and ease of parsing.\n\n### 4. **Data Analysis**\n- **Analytics Tools:** Utilize appropriate analytics tools or platforms to process and analyze the collected data. This could range from simple statistical analysis to complex machine learning models.\n- **Visualization:** Use data visualization techniques to represent the insights gained from the telemetry data. This helps in understanding trends, patterns, and areas for improvement.\n\n### 5. **Testing the Telemetry System**\n- **Mock Data:** Test your telemetry system with mock data to ensure it can collect, transmit, and analyze data correctly without affecting real users.\n- **Real-World Testing:** Once the system seems to work with mock data, gradually introduce it to real-world scenarios, starting with a small user base to identify and fix any issues that arise.\n- **Feedback Loop:** Implement a feedback loop to continuously monitor the telemetry system's performance and the insights it provides, making adjustments as necessary.\n\n### Example of Testing with Mock Data\nIf you're testing an OpenAI model's interaction telemetry, you might simulate user queries and model responses, then verify that this data is correctly logged, transmitted, and analyzed. For instance, in Python, you might use a mock library to simulate API calls and then assert that the expected data is collected and processed.\n\n```python\nimport unittest\nfrom unittest.mock import Mock\nimport json\n\nclass TestTelemetry(unittest.TestCase):\n\n def test_telemetry_data_collection(self):\n # Mock user interaction\n user_input = \"Hello, how are you?\"\n model_response = \"I'm doing well, thanks.\"\n\n # Mock the API call\n api_call_mock = Mock(return_value=model_response)\n\n # Simulate the interaction\n response = api_call_mock(user_input)\n\n # Verify telemetry data is collected correctly\n expected_data = {\n 'user_input': user_input,\n 'model_response': model_response,\n # Other relevant data points\n }\n\n # Assuming `collect_telemetry_data` is your function to collect telemetry\n collected_data = collect_telemetry_data(user_input, response)\n\n self.assertEqual(collected_data, expected_data)\n\nif __name__ == '__main__':\n unittest.main()\n```\n\nThis example simplifies the process and focuses on the concept. Actual implementation details may vary based on your specific requirements, the technologies you're using, and the OpenAI APIs or models you're interacting with.",
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