forked from phoenix/litellm-mirror
(test) caching for bedrock/embedding str inputs
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1 changed files with 24 additions and 5 deletions
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@ -187,11 +187,15 @@ def test_cohere_embedding3():
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def test_bedrock_embedding_titan():
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try:
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# this tests if we support str input for bedrock embedding
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litellm.set_verbose = False
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litellm.set_verbose = True
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litellm.enable_cache()
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import time
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current_time = str(time.time())
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# DO NOT MAKE THE INPUT A LIST in this test
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response = embedding(
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model="amazon.titan-embed-text-v1",
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input="good morning from litellm, attempting to embed data", # input should always be a string in this test
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model="bedrock/amazon.titan-embed-text-v1",
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input=f"good morning from litellm, attempting to embed data {current_time}", # input should always be a string in this test
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)
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print(f"response:", response)
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assert isinstance(
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@ -201,8 +205,23 @@ def test_bedrock_embedding_titan():
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assert all(
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isinstance(x, float) for x in response["data"][0]["embedding"]
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), "Expected response to be a list of floats"
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print("Response Usage", response.usage)
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assert response.usage.prompt_tokens == 11
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# this also tests if we can return a cache response for this scenario
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import time
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start_time = time.time()
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response = embedding(
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model="bedrock/amazon.titan-embed-text-v1",
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input=f"good morning from litellm, attempting to embed data {current_time}", # input should always be a string in this test
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)
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print(response)
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end_time = time.time()
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print(f"Embedding 2 response time: {end_time - start_time} seconds")
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assert end_time - start_time < 0.1
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litellm.disable_cache()
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except Exception as e:
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pytest.fail(f"Error occurred: {e}")
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