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feat(conda): share envs with transformer-based backends (#1465)
* feat(conda): share env between diffusers and bark
* Detect if env already exists
* share diffusers and petals
* tests: add petals
* Use smaller model for tests with petals
* test only model load on petals
* tests(petals): run only load model tests
* Revert "test only model load on petals"
This reverts commit 111cfa97f1
.
* move transformers and sentencetransformers to common env
* Share also transformers-musicgen
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23 changed files with 189 additions and 266 deletions
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@ -1,11 +1,15 @@
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.PHONY: petals
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petals:
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@echo "Creating virtual environment..."
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@conda env create --name petals --file petals.yml
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@echo "Virtual environment created."
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$(MAKE) -C ../common-env/transformers
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.PHONY: run
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run:
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@echo "Running petals..."
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bash run.sh
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@echo "petals run."
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.PHONY: test
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test:
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@echo "Testing petals..."
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bash test.sh
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@echo "petals tested."
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@ -9,10 +9,10 @@ export PATH=$PATH:/opt/conda/bin
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# if source is available use it, or use conda
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#
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if [ -f /opt/conda/bin/activate ]; then
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source activate petals
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source activate transformers
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else
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eval "$(conda shell.bash hook)"
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conda activate petals
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conda activate transformers
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fi
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# get the directory where the bash script is located
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11
backend/python/petals/test.sh
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11
backend/python/petals/test.sh
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@ -0,0 +1,11 @@
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#!/bin/bash
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##
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## A bash script wrapper that runs the transformers server with conda
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# Activate conda environment
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source activate transformers
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# get the directory where the bash script is located
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DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
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python -m unittest $DIR/test_petals.py
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58
backend/python/petals/test_petals.py
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58
backend/python/petals/test_petals.py
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@ -0,0 +1,58 @@
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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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import unittest
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import subprocess
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import time
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import grpc
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import backend_pb2_grpc
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import backend_pb2
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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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This class contains methods to test the startup and shutdown of the gRPC service.
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"""
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def setUp(self):
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self.service = subprocess.Popen(["python", "backend_petals.py", "--addr", "localhost:50051"])
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time.sleep(10)
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def tearDown(self) -> None:
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self.service.terminate()
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self.service.wait()
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def test_server_startup(self):
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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="bigscience/bloom-560m"))
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print(response)
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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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