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feat: migrate python backends from conda to uv (#2215)
* feat: migrate diffusers backend from conda to uv - replace conda with UV for diffusers install (prototype for all extras backends) - add ability to build docker with one/some/all extras backends instead of all or nothing Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate autogtpq bark coqui from conda to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: convert exllama over to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate exllama2 to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate mamba to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate parler to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate petals to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: fix tests Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate rerankers to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate sentencetransformers to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: install uv for tests-linux Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: make sure file exists before installing on intel images Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate transformers backend to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate transformers-musicgen to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate vall-e-x to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: migrate vllm to uv Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: add uv install to the rest of test-extra.yml Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: adjust file perms on all install/run/test scripts Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: add missing acclerate dependencies Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: add some more missing dependencies to python backends Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: parler tests venv py dir fix Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: correct filename for transformers-musicgen tests Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: adjust the pwd for valle tests Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: cleanup and optimization work for uv migration Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: add setuptools to requirements-install for mamba Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: more size optimization work Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * feat: make installs and tests more consistent, cleanup some deps Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: cleanup Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: mamba backend is cublas only Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: uncomment lines in makefile Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> --------- Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com>
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"""
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A test script to test the gRPC service
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"""
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import unittest
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import subprocess
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import time
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import backend_pb2
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import backend_pb2_grpc
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import grpc
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class TestBackendServicer(unittest.TestCase):
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"""
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TestBackendServicer is the class that tests the gRPC service
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"""
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def setUp(self):
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"""
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This method sets up the gRPC service by starting the server
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"""
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self.service = subprocess.Popen(["python3", "reranker.py", "--addr", "localhost:50051"])
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time.sleep(10)
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def tearDown(self) -> None:
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"""
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This method tears down the gRPC service by terminating the server
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"""
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self.service.kill()
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self.service.wait()
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def test_server_startup(self):
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"""
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This method tests if the server starts up successfully
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"""
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try:
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self.setUp()
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with grpc.insecure_channel("localhost:50051") as channel:
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stub = backend_pb2_grpc.BackendStub(channel)
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response = stub.Health(backend_pb2.HealthMessage())
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self.assertEqual(response.message, b'OK')
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except Exception as err:
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print(err)
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self.fail("Server failed to start")
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finally:
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self.tearDown()
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def test_load_model(self):
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"""
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This method tests if the model is loaded successfully
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"""
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try:
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self.setUp()
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with grpc.insecure_channel("localhost:50051") as channel:
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stub = backend_pb2_grpc.BackendStub(channel)
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response = stub.LoadModel(backend_pb2.ModelOptions(Model="cross-encoder"))
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self.assertTrue(response.success)
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self.assertEqual(response.message, "Model loaded successfully")
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except Exception as err:
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print(err)
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self.fail("LoadModel service failed")
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finally:
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self.tearDown()
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def test_rerank(self):
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"""
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This method tests if the embeddings are generated successfully
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"""
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try:
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self.setUp()
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with grpc.insecure_channel("localhost:50051") as channel:
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stub = backend_pb2_grpc.BackendStub(channel)
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request = backend_pb2.RerankRequest(
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query="I love you",
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documents=["I hate you", "I really like you"],
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top_n=2
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)
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response = stub.LoadModel(backend_pb2.ModelOptions(Model="cross-encoder"))
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self.assertTrue(response.success)
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rerank_response = stub.Rerank(request)
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print(rerank_response.results[0])
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self.assertIsNotNone(rerank_response.results)
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self.assertEqual(len(rerank_response.results), 2)
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self.assertEqual(rerank_response.results[0].text, "I really like you")
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self.assertEqual(rerank_response.results[1].text, "I hate you")
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except Exception as err:
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print(err)
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self.fail("Reranker service failed")
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finally:
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self.tearDown()
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