forked from phoenix/litellm-mirror
add tutorial
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2 changed files with 377 additions and 37 deletions
340
cookbook/liteLLM_ChromaDB_Cache.ipynb
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340
cookbook/liteLLM_ChromaDB_Cache.ipynb
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@ -1,44 +1,44 @@
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import sys, os
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import traceback
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from dotenv import load_dotenv
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load_dotenv()
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import os
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# import sys, os
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# import traceback
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# from dotenv import load_dotenv
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# load_dotenv()
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# import os
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sys.path.insert(0, os.path.abspath('../..')) # Adds the parent directory to the system path
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import pytest
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import litellm
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# sys.path.insert(0, os.path.abspath('../..')) # Adds the parent directory to the system path
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# import pytest
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# import litellm
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# set cache to True
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litellm.cache = True
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litellm.cache_similarity_threshold = 0.5
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# # set cache to True
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# litellm.cache = True
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# litellm.cache_similarity_threshold = 0.5
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user_message = "Hello, whats the weather in San Francisco??"
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messages = [{ "content": user_message,"role": "user"}]
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# user_message = "Hello, whats the weather in San Francisco??"
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# messages = [{ "content": user_message,"role": "user"}]
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def test_completion_with_cache_gpt4():
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try:
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# in this test make the same call twice, measure the response time
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# the 2nd response time should be less than half of the first, ensuring that the cache is working
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import time
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start = time.time()
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print(litellm.cache)
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response = litellm.completion(model="gpt-4", messages=messages)
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end = time.time()
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first_call_time = end-start
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print(f"first call: {first_call_time}")
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# def test_completion_with_cache_gpt4():
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# try:
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# # in this test make the same call twice, measure the response time
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# # the 2nd response time should be less than half of the first, ensuring that the cache is working
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# import time
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# start = time.time()
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# print(litellm.cache)
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# response = litellm.completion(model="gpt-4", messages=messages)
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# end = time.time()
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# first_call_time = end-start
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# print(f"first call: {first_call_time}")
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start = time.time()
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response = litellm.completion(model="gpt-4", messages=messages)
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end = time.time()
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second_call_time = end-start
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print(f"second call: {second_call_time}")
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# start = time.time()
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# response = litellm.completion(model="gpt-4", messages=messages)
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# end = time.time()
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# second_call_time = end-start
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# print(f"second call: {second_call_time}")
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if second_call_time > 1:
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# the 2nd call should be less than 1s
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pytest.fail(f"Cache is not working")
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# Add any assertions here to check the response
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print(response)
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except Exception as e:
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pytest.fail(f"Error occurred: {e}")
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# if second_call_time > 1:
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# # the 2nd call should be less than 1s
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# pytest.fail(f"Cache is not working")
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# # Add any assertions here to check the response
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# print(response)
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# except Exception as e:
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# pytest.fail(f"Error occurred: {e}")
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litellm.cache = False
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# litellm.cache = False
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