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Refactor rate limit handling (#280)
* - Refactored retry for rate limits into the base class - ConsumerProducer is derived from Consumer to simplify code - Added rate_limit_count metrics for rate limit events * Add rate limit events to VertexAI and Google AI Studio * Added Grafana rate limit dashboard * Add rate limit handling to all LLMs
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14 changed files with 174 additions and 298 deletions
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@ -88,7 +88,8 @@ class Processor(ConsumerProducer):
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HarmCategory.HARM_CATEGORY_HARASSMENT: block_level,
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HarmCategory.HARM_CATEGORY_SEXUALLY_EXPLICIT: block_level,
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HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT: block_level,
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# There is a documentation conflict on whether or not CIVIC_INTEGRITY is a valid category
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# There is a documentation conflict on whether or not
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# CIVIC_INTEGRITY is a valid category
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# HarmCategory.HARM_CATEGORY_CIVIC_INTEGRITY: block_level,
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}
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@ -122,8 +123,6 @@ class Processor(ConsumerProducer):
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try:
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# FIXME: Rate limits?
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with __class__.text_completion_metric.time():
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chat_session = self.llm.start_chat(
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@ -140,35 +139,30 @@ class Processor(ConsumerProducer):
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print(f"Output Tokens: {outputtokens}", flush=True)
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print("Send response...", flush=True)
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r = TextCompletionResponse(response=resp, error=None, in_token=inputtokens, out_token=outputtokens, model=self.model)
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r = TextCompletionResponse(
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response=resp,
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error=None,
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in_token=inputtokens,
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out_token=outputtokens,
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model=self.model
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)
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self.send(r, properties={"id": id})
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print("Done.", flush=True)
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# FIXME: Wrong exception, don't know what this LLM throws
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# for a rate limit
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except ResourceExhausted as e:
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print("Send rate limit response...", flush=True)
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print("Hit rate limit:", e, flush=True)
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r = TextCompletionResponse(
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error=Error(
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type = "rate-limit",
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message = str(e),
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),
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response=None,
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in_token=None,
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out_token=None,
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model=None,
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)
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self.producer.send(r, properties={"id": id})
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self.consumer.acknowledge(msg)
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# Leave rate limit retries to the default handler
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raise TooManyRequests()
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except Exception as e:
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print(f"Exception: {e}")
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# Apart from rate limits, treat all exceptions as unrecoverable
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print(type(e), flush=True)
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print(f"Exception: {e}", flush=True)
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print("Send error response...", flush=True)
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