service.llm.openai module
- class service.llm.openai.OPENAI(api_key, cache_collection=None, **kwargs)[source]
Bases:
BASE_LLM_CACHE
A class to interact with OpenAI’s language model while using a cache mechanism to optimize requests. Inherits from BASE_LLM_CACHE.
- class service.llm.openai.OPENAI_SERVICE[source]
Bases:
object
A service class for managing OPENAI LLM requests through a queue mechanism using MongoDB and RabbitMQ.
- collection = Collection(Database(MongoClient(host=['localhost:27017'], document_class=dict, tz_aware=False, connect=True), 'llm'), 'openai')
- static get_response(job_id)[source]
Retrieves the response of a job with the given ID.
- Parameters:
job_id (ObjectId) – The ID of the job to retrieve the response for.
- Returns:
The response of the job, or None if the job is not found or has not completed.
- Return type:
str
- static get_response_sync(job_id, timeout=300)[source]
Retrieves the response of a job with the given ID synchronously.
- Parameters:
job_id (ObjectId) – The ID of the job to retrieve the response for.
timeout (int, optional) – The maximum time to wait for the job to complete.
- Returns:
The response of the job, or None if the job is not found or has not completed within the timeout.
- Return type:
str
- static launch_worker()[source]
Launches a worker to process jobs from the RabbitMQ queue. The worker interacts with the LLM and stores the response back in MongoDB.
- logger = <Logger service.llm.openai (INFO)>
- queue_name = 'llm-openai'
- static trigger(parent_service, parent_job_id=None, use_cache=False, **query)[source]
Creates and triggers a new job for an LLM request.
- Parameters:
caller_service (str) – The service initiating the request.
use_cache (bool, optional) – Whether to use cached responses if available.
**query – The query to send to the LLM.
- Returns:
The job ID of the triggered request.
- Return type:
str
- service.llm.openai.now(tz=None)
Returns new datetime object representing current time local to tz.
- tz
Timezone object.
If no tz is specified, uses local timezone.