diff --git a/dsp/utils/settings.py b/dsp/utils/settings.py index 009c7b6c9c..621d4fb737 100644 --- a/dsp/utils/settings.py +++ b/dsp/utils/settings.py @@ -24,6 +24,7 @@ experimental=False, backoff_time=10, callbacks=[], + async_max_workers=8, ) diff --git a/dspy/__init__.py b/dspy/__init__.py index 3ba977eb8d..28e0a352b2 100644 --- a/dspy/__init__.py +++ b/dspy/__init__.py @@ -7,11 +7,13 @@ from .signatures import * # Functional must be imported after primitives, predict and signatures -from .functional import * # isort: skip +from .functional import * # isort: skip from dspy.evaluate import Evaluate # isort: skip from dspy.clients import * # isort: skip from dspy.adapters import * # isort: skip from dspy.utils.logging_utils import configure_dspy_loggers, disable_logging, enable_logging +from dspy.utils.asyncify import asyncify + settings = dsp.settings configure_dspy_loggers(__name__) @@ -71,4 +73,4 @@ BetterTogether = dspy.teleprompt.BetterTogether COPRO = dspy.teleprompt.COPRO MIPROv2 = dspy.teleprompt.MIPROv2 -Ensemble = dspy.teleprompt.Ensemble \ No newline at end of file +Ensemble = dspy.teleprompt.Ensemble diff --git a/dspy/utils/asyncify.py b/dspy/utils/asyncify.py new file mode 100644 index 0000000000..8cd8062987 --- /dev/null +++ b/dspy/utils/asyncify.py @@ -0,0 +1,27 @@ +from anyio import CapacityLimiter +import asyncer + + +_limiter = None + + +def get_async_max_workers(): + import dspy + + return dspy.settings.async_max_workers + + +def get_limiter(): + async_max_workers = get_async_max_workers() + + global _limiter + if _limiter is None: + _limiter = CapacityLimiter(async_max_workers) + elif _limiter.total_tokens != async_max_workers: + _limiter.total_tokens = async_max_workers + + return _limiter + + +def asyncify(program): + return asyncer.asyncify(program, abandon_on_cancel=True, limiter=get_limiter()) diff --git a/poetry.lock b/poetry.lock index 88441a414e..6dd9eaaf72 100644 --- a/poetry.lock +++ b/poetry.lock @@ -13,112 +13,98 @@ files = [ 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"Backport of pathlib-compatible object wrapper for zip files" optional = false -python-versions = ">=3.8" +python-versions = ">=3.9" files = [ - {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"}, - {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"}, + {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"}, + {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"}, ] [package.extras] @@ -8177,4 +8523,4 @@ weaviate = ["weaviate-client"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "22dfbbe02db1c0fcb0f13cbcf4083f54dd7218d7dd2b43a0b1e8dbeed9ae5002" +content-hash = "0675fa1dd1f44d63bafaffc6c2dfb384f2d016cfa20db379c19515ca182e867c" diff --git a/pyproject.toml b/pyproject.toml index a9cb43a43c..ae10d1ad88 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -20,12 +20,10 @@ classifiers = [ "Programming Language :: Python :: 3", # removed 3.8 "Programming Language :: Python :: 3.9", ] - # We have both project and tool.poetry.dependencies. Should we remove one? # tool.poetry.dependencies is a convenience thing for poetry users. # project dependencies function similarly to requirements.txt, # `pip install .` will pull from pyproject.toml dependencies - dependencies = [ "backoff~=2.2", "joblib~=1.3", @@ -44,6 +42,8 @@ dependencies = [ "diskcache", "json-repair", "tenacity>=8.2.3", + "anyio", + "asyncer==0.0.8", ] [project.optional-dependencies] @@ -86,9 +86,8 @@ readme = "README.md" homepage = "https://github.com/stanfordnlp/dspy" repository = "https://github.com/stanfordnlp/dspy" keywords = ["dspy", "ai", "language models", "llm", "openai"] -# may be a bit much - +# may be a bit much [tool.poetry.dependencies] python = ">=3.9,<3.13" pydantic = "^2.0" @@ -134,17 +133,14 @@ jinja2 = "^3.1.3" magicattr = "^0.1.6" litellm = "1.51.0" diskcache = "^5.6.0" - redis = "^5.1.1" falkordb = "^1.0.9" - - json-repair = "^0.30.0" tenacity = ">=8.2.3" - +asyncer = "0.0.8" [tool.poetry.group.dev.dependencies] -pytest = "^6.2.5" +pytest = "^8.3.3" transformers = "^4.38.2" torch = "^2.2.1" pytest-mock = "^3.12.0" @@ -233,11 +229,9 @@ select = [ "F", # Pyflakes "E", # Pycodestyle ] - ignore = [ "E501", # Line too long ] - # Allow fix for all enabled rules (when `--fix`) is provided. fixable = ["ALL"] unfixable = [] diff --git a/requirements-dev.txt b/requirements-dev.txt index 561b14cf52..98d89e732d 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -1,6 +1,6 @@ black==24.2.0 pre-commit==3.7.0 -pytest==8.2.1 +pytest==8.3.3 pytest-env==1.1.3 pytest-mock==3.12.0 ruff==0.3.0 diff --git a/requirements.txt b/requirements.txt index e8078b8118..31874b1c9a 100644 --- a/requirements.txt +++ b/requirements.txt @@ -15,3 +15,5 @@ requests tenacity>=8.2.3 tqdm ujson +anyio +asyncer==0.0.8 diff --git a/tests/conftest.py b/tests/conftest.py index 0bb74ac90e..9470a79c58 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -11,3 +11,8 @@ def clear_settings(): yield dspy.settings.configure(**DEFAULT_CONFIG, inherit_config=False) + + +@pytest.fixture +def anyio_backend(): + return "asyncio" diff --git a/tests/predict/test_chain_of_thought.py b/tests/predict/test_chain_of_thought.py index 2451bef664..04f73bb513 100644 --- a/tests/predict/test_chain_of_thought.py +++ b/tests/predict/test_chain_of_thought.py @@ -1,5 +1,3 @@ -import textwrap - import dspy from dspy import ChainOfThought from dspy.utils import DummyLM diff --git a/tests/predict/test_multi_chain_comparison.py b/tests/predict/test_multi_chain_comparison.py index 8354f64d07..39f7c18cc7 100644 --- a/tests/predict/test_multi_chain_comparison.py +++ b/tests/predict/test_multi_chain_comparison.py @@ -2,29 +2,31 @@ from dspy.utils.dummies import DummyLM -def test_basic_example(): - class BasicQA(dspy.Signature): - """Answer questions with short factoid answers.""" - - question = dspy.InputField() - answer = dspy.OutputField(desc="often between 1 and 5 words") - - # Example completions generated by a model for reference - completions = [ - dspy.Prediction( - rationale="I recall that during clear days, the sky often appears this color.", - answer="blue", - ), - dspy.Prediction( - rationale="Based on common knowledge, I believe the sky is typically seen as this color.", - answer="green", - ), - dspy.Prediction( - rationale="From images and depictions in media, the sky is frequently represented with this hue.", - answer="blue", - ), - ] +class BasicQA(dspy.Signature): + """Answer questions with short factoid answers.""" + + question = dspy.InputField() + answer = dspy.OutputField(desc="often between 1 and 5 words") + +# Example completions generated by a model for reference +completions = [ + dspy.Prediction( + rationale="I recall that during clear days, the sky often appears this color.", + answer="blue", + ), + dspy.Prediction( + rationale="Based on common knowledge, I believe the sky is typically seen as this color.", + answer="green", + ), + dspy.Prediction( + rationale="From images and depictions in media, the sky is frequently represented with this hue.", + answer="blue", + ), +] + + +def test_basic_example(): # Pass signature to MultiChainComparison module compare_answers = dspy.MultiChainComparison(BasicQA) diff --git a/tests/predict/test_predict.py b/tests/predict/test_predict.py index 3fb4fce4e1..7f3aa43306 100644 --- a/tests/predict/test_predict.py +++ b/tests/predict/test_predict.py @@ -1,5 +1,4 @@ import copy -import textwrap import pydantic import ujson @@ -126,9 +125,11 @@ class Output(pydantic.BaseModel): # Demos don't need to keep the same types after saving and loading the state. assert new_instance.demos[0]["input"] == original_instance.demos[0].input.model_dump_json() + def test_signature_fields_after_dump_and_load_state(tmp_path): class CustomSignature(dspy.Signature): """I am just an instruction.""" + sentence = dspy.InputField(desc="I am an innocent input!") sentiment = dspy.OutputField() @@ -138,6 +139,7 @@ class CustomSignature(dspy.Signature): class CustomSignature2(dspy.Signature): """I am not a pure instruction.""" + sentence = dspy.InputField(desc="I am a malicious input!") sentiment = dspy.OutputField(desc="I am a malicious output!", prefix="I am a prefix!") @@ -220,46 +222,39 @@ class OutputOnlySignature(dspy.Signature): assert predictor().output == "short answer" - def test_chainable_load(tmp_path): """Test both traditional and chainable load methods.""" - + file_path = tmp_path / "test_chainable.json" - - + original = Predict("question -> answer") original.demos = [{"question": "test", "answer": "response"}] original.save(file_path) - - + traditional = Predict("question -> answer") traditional.load(file_path) assert traditional.demos == original.demos - - + chainable = Predict("question -> answer").load(file_path, return_self=True) - assert chainable is not None + assert chainable is not None assert chainable.demos == original.demos - - + assert chainable.signature.dump_state() == original.signature.dump_state() - - + result = Predict("question -> answer").load(file_path) assert result is None + def test_load_state_chaining(): """Test that load_state returns self for chaining.""" original = Predict("question -> answer") original.demos = [{"question": "test", "answer": "response"}] state = original.dump_state() - - + new_instance = Predict("question -> answer").load_state(state) assert new_instance is not None assert new_instance.demos == original.demos - - + legacy_instance = Predict("question -> answer").load_state(state, use_legacy_loading=True) assert legacy_instance is not None - assert legacy_instance.demos == original.demos \ No newline at end of file + assert legacy_instance.demos == original.demos diff --git a/tests/predict/test_program_of_thought.py b/tests/predict/test_program_of_thought.py index 007c4e664b..b03b7356ce 100644 --- a/tests/predict/test_program_of_thought.py +++ b/tests/predict/test_program_of_thought.py @@ -1,5 +1,3 @@ -import textwrap - import dspy from dspy import ProgramOfThought, Signature from dspy.utils import DummyLM diff --git a/tests/utils/test_asyncify.py b/tests/utils/test_asyncify.py new file mode 100644 index 0000000000..37e268bd83 --- /dev/null +++ b/tests/utils/test_asyncify.py @@ -0,0 +1,55 @@ +from time import time, sleep +import asyncio + +import math +import pytest + +import dspy +from dspy.utils.asyncify import get_limiter + + +@pytest.mark.anyio +async def test_async_limiter(): + limiter = get_limiter() + assert limiter.total_tokens == 8, "Default async capacity should be 8" + assert get_limiter() == limiter, "AsyncLimiter should be a singleton" + + dspy.settings.configure(async_max_workers=16) + assert get_limiter() == limiter, "AsyncLimiter should be a singleton" + assert get_limiter().total_tokens == 16, "Async capacity should be 16" + assert get_limiter() == get_limiter(), "AsyncLimiter should be a singleton" + + +@pytest.mark.anyio +async def test_asyncify(): + def the_answer_to_life_the_universe_and_everything(wait: float): + sleep(wait) + return 42 + + ask_the_question = dspy.asyncify(the_answer_to_life_the_universe_and_everything) + + async def run_n_tasks(n: int, wait: float): + await asyncio.gather(*[ask_the_question(wait) for _ in range(n)]) + + async def verify_asyncify(capacity: int, number_of_tasks: int, wait: float = 0.5): + dspy.settings.configure(async_max_workers=capacity) + + start = time() + await run_n_tasks(number_of_tasks, wait) + end = time() + total_time = end - start + + # If asyncify is working correctly, the total time should be less than the total number of loops + # `(number_of_tasks / capacity)` times wait time, plus the computational overhead. The lower bound should + # be `math.floor(number_of_tasks * 1.0 / capacity) * wait` because there are more than + # `math.floor(number_of_tasks * 1.0 / capacity)` loops. + lower_bound = math.floor(number_of_tasks * 1.0 / capacity) * wait + upper_bound = math.ceil(number_of_tasks * 1.0 / capacity) * wait + 2 * wait # 2*wait for buffer + + assert lower_bound < total_time < upper_bound + + await verify_asyncify(4, 10) + await verify_asyncify(8, 15) + await verify_asyncify(8, 30) + +