This method tests if all sampling parameters are correctly processed NOTE: this does NOT test for correctness, just that we received a compatible response
(self)
| 76 | self.tearDown() |
| 77 | |
| 78 | def test_sampling_params(self): |
| 79 | """ |
| 80 | This method tests if all sampling parameters are correctly processed |
| 81 | NOTE: this does NOT test for correctness, just that we received a compatible response |
| 82 | """ |
| 83 | try: |
| 84 | self.setUp() |
| 85 | with grpc.insecure_channel("localhost:50051") as channel: |
| 86 | stub = backend_pb2_grpc.BackendStub(channel) |
| 87 | response = stub.LoadModel(backend_pb2.ModelOptions(Model="facebook/opt-125m")) |
| 88 | self.assertTrue(response.success) |
| 89 | |
| 90 | req = backend_pb2.PredictOptions( |
| 91 | Prompt="The capital of France is", |
| 92 | TopP=0.8, |
| 93 | Tokens=50, |
| 94 | Temperature=0.7, |
| 95 | TopK=40, |
| 96 | PresencePenalty=0.1, |
| 97 | FrequencyPenalty=0.2, |
| 98 | RepetitionPenalty=1.1, |
| 99 | MinP=0.05, |
| 100 | Seed=42, |
| 101 | StopPrompts=["\n"], |
| 102 | StopTokenIds=[50256], |
| 103 | BadWords=["badword"], |
| 104 | IncludeStopStrInOutput=True, |
| 105 | IgnoreEOS=True, |
| 106 | MinTokens=5, |
| 107 | Logprobs=5, |
| 108 | PromptLogprobs=5, |
| 109 | SkipSpecialTokens=True, |
| 110 | SpacesBetweenSpecialTokens=True, |
| 111 | TruncatePromptTokens=10, |
| 112 | GuidedDecoding=True, |
| 113 | N=2, |
| 114 | ) |
| 115 | resp = stub.Predict(req) |
| 116 | self.assertIsNotNone(resp.message) |
| 117 | self.assertIsNotNone(resp.logprobs) |
| 118 | except Exception as err: |
| 119 | print(err) |
| 120 | self.fail("sampling params service failed") |
| 121 | finally: |
| 122 | self.tearDown() |
| 123 | |
| 124 | |
| 125 | def test_messages_to_dicts(self): |