|
| 1 | +import os |
| 2 | +import pydantic |
| 3 | +import pytest |
| 4 | +from typing_extensions import Annotated |
| 5 | + |
| 6 | +from mellea import MelleaSession |
| 7 | +from mellea.backends.sglang import LocalSGLangBackend |
| 8 | +from mellea.backends.types import ModelOption |
| 9 | +import mellea.backends.model_ids as model_ids |
| 10 | +from mellea.stdlib.base import CBlock, LinearContext |
| 11 | +from mellea.stdlib.requirement import ( |
| 12 | + LLMaJRequirement, |
| 13 | + Requirement, |
| 14 | + ValidationResult, |
| 15 | + default_output_to_bool, |
| 16 | +) |
| 17 | + |
| 18 | + |
| 19 | +@pytest.fixture(scope="module") |
| 20 | +def backend(): |
| 21 | + """Shared vllm backend for all tests in this module.""" |
| 22 | + backend = LocalSGLangBackend( |
| 23 | + model_id=model_ids.QWEN3_0_6B, |
| 24 | + # formatter=TemplateFormatter(model_id="ibm-granite/granite-4.0-tiny-preview"), |
| 25 | + ) |
| 26 | + return backend |
| 27 | + |
| 28 | +@pytest.fixture(scope="function") |
| 29 | +def session(backend): |
| 30 | + """Fresh HuggingFace session for each test.""" |
| 31 | + session = MelleaSession(backend, ctx=LinearContext()) |
| 32 | + yield session |
| 33 | + session.reset() |
| 34 | + |
| 35 | + |
| 36 | +@pytest.mark.qualitative |
| 37 | +def test_system_prompt(session): |
| 38 | + result = session.chat( |
| 39 | + "Where are we going?", |
| 40 | + model_options={ModelOption.SYSTEM_PROMPT: "Talk like a pirate."}, |
| 41 | + ) |
| 42 | + print(result) |
| 43 | + |
| 44 | + |
| 45 | +@pytest.mark.qualitative |
| 46 | +def test_instruct(session): |
| 47 | + result = session.instruct("Compute 1+1.") |
| 48 | + print(result) |
| 49 | + |
| 50 | + |
| 51 | +@pytest.mark.qualitative |
| 52 | +def test_multiturn(session): |
| 53 | + session.instruct("Compute 1+1") |
| 54 | + beta = session.instruct( |
| 55 | + "Take the result of the previous sum and find the corresponding letter in the greek alphabet." |
| 56 | + ) |
| 57 | + assert "β" in str(beta).lower() |
| 58 | + words = session.instruct("Now list five English words that start with that letter.") |
| 59 | + print(words) |
| 60 | + |
| 61 | + |
| 62 | +@pytest.mark.qualitative |
| 63 | +def test_format(session): |
| 64 | + class Person(pydantic.BaseModel): |
| 65 | + name: str |
| 66 | + email_address: Annotated[ |
| 67 | + str, pydantic.StringConstraints(pattern=r"[a-zA-Z]{5,10}@example\.com") |
| 68 | + ] |
| 69 | + |
| 70 | + class Email(pydantic.BaseModel): |
| 71 | + to: Person |
| 72 | + subject: str |
| 73 | + body: str |
| 74 | + |
| 75 | + output = session.instruct( |
| 76 | + "Write a short email to Olivia, thanking her for organizing a sailing activity. Her email server is example.com. No more than two sentences. ", |
| 77 | + format=Email, |
| 78 | + model_options={ModelOption.MAX_NEW_TOKENS: 2**8}, |
| 79 | + ) |
| 80 | + print("Formatted output:") |
| 81 | + email = Email.model_validate_json( |
| 82 | + output.value |
| 83 | + ) # this should succeed because the output should be JSON because we passed in a format= argument... |
| 84 | + print(email) |
| 85 | + |
| 86 | + print("address:", email.to.email_address) |
| 87 | + assert "@" in email.to.email_address, "The @ sign should be in the meail address." |
| 88 | + assert email.to.email_address.endswith("example.com"), ( |
| 89 | + "The email address should be at example.com" |
| 90 | + ) |
| 91 | + |
| 92 | +@pytest.mark.qualitative |
| 93 | +def test_generate_from_raw(session): |
| 94 | + prompts = ["what is 1+1?", "what is 2+2?", "what is 3+3?", "what is 4+4?"] |
| 95 | + |
| 96 | + results = session.backend._generate_from_raw( |
| 97 | + actions=[CBlock(value=prompt) for prompt in prompts], generate_logs=None |
| 98 | + ) |
| 99 | + |
| 100 | + assert len(results) == len(prompts) |
| 101 | + |
| 102 | + |
| 103 | +@pytest.mark.qualitative |
| 104 | +def test_generate_from_raw_with_format(session): |
| 105 | + prompts = ["what is 1+1?", "what is 2+2?", "what is 3+3?", "what is 4+4?"] |
| 106 | + |
| 107 | + class Answer(pydantic.BaseModel): |
| 108 | + name: str |
| 109 | + value: int |
| 110 | + |
| 111 | + results = session.backend._generate_from_raw( |
| 112 | + actions=[CBlock(value=prompt) for prompt in prompts], |
| 113 | + format=Answer, |
| 114 | + generate_logs=None, |
| 115 | + ) |
| 116 | + |
| 117 | + assert len(results) == len(prompts) |
| 118 | + |
| 119 | + random_result = results[0] |
| 120 | + try: |
| 121 | + answer = Answer.model_validate_json(random_result.value) |
| 122 | + except pydantic.ValidationError as e: |
| 123 | + assert False, ( |
| 124 | + f"formatting directive failed for {random_result.value}: {e.json()}" |
| 125 | + ) |
| 126 | + |
| 127 | + |
| 128 | +if __name__ == "__main__": |
| 129 | + import pytest |
| 130 | + |
| 131 | + pytest.main([__file__]) |
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