From 1006f583ddcccea63cd9a1fb0f2b87f9cbe37d92 Mon Sep 17 00:00:00 2001 From: Ivar Flakstad <69173633+ivarflakstad@users.noreply.github.com> Date: Tue, 12 Mar 2024 14:46:02 +0100 Subject: [PATCH 01/19] Add groq to deps and introduce new groq module --- .gitignore | 1 + dsp/modules/groq.py | 1 + poetry.lock | 383 +++++++++++++++++++++++--------------------- pyproject.toml | 2 + 4 files changed, 206 insertions(+), 181 deletions(-) create mode 100644 dsp/modules/groq.py diff --git a/.gitignore b/.gitignore index 7d9919d9aa..99f1ba2ecd 100644 --- a/.gitignore +++ b/.gitignore @@ -46,3 +46,4 @@ finetuning_ckpts/ assertion.log *.log *.db +.venv diff --git a/dsp/modules/groq.py b/dsp/modules/groq.py new file mode 100644 index 0000000000..8526f49786 --- /dev/null +++ b/dsp/modules/groq.py @@ -0,0 +1 @@ +# stub for groq \ No newline at end of file diff --git a/poetry.lock b/poetry.lock index 7747a524e5..f4cf00cf8d 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. 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{file = "uvicorn-0.27.1-py3-none-any.whl", hash = "sha256:5c89da2f3895767472a35556e539fd59f7edbe9b1e9c0e1c99eebeadc61838e4"}, - {file = "uvicorn-0.27.1.tar.gz", hash = "sha256:3d9a267296243532db80c83a959a3400502165ade2c1338dea4e67915fd4745a"}, + {file = "uvicorn-0.28.0-py3-none-any.whl", hash = "sha256:6623abbbe6176204a4226e67607b4d52cc60ff62cda0ff177613645cefa2ece1"}, + {file = "uvicorn-0.28.0.tar.gz", hash = "sha256:cab4473b5d1eaeb5a0f6375ac4bc85007ffc75c3cc1768816d9e5d589857b067"}, ] [package.dependencies] @@ -6228,4 +6249,4 @@ weaviate = ["weaviate-client"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "f7a5ab7c85e79920d41e45e9bbd17f0dbc1180c52d027235a656c270d9e79346" \ No newline at end of file +content-hash = "8b55c1af3ccff5334d51310bd6c1ee8104c27b145bf8e13fb19d47d864b6dea4" diff --git a/pyproject.toml b/pyproject.toml index d9ff8ccc6b..5c144d2d74 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -108,6 +108,8 @@ sphinx_rtd_theme = { version = "*", optional = true } autodoc_pydantic = { version = "*", optional = true } sphinx-reredirects = { version = "^0.1.2", optional = true } sphinx-automodapi = { version = "0.16.0", optional = true } +cffi = "^1.16.0" +groq = "^0.4.2" [tool.poetry.group.dev.dependencies] From f6cabb321ad130c1973fc96225dfc00f386c0809 Mon Sep 17 00:00:00 2001 From: Somesh Fengade Date: Wed, 13 Mar 2024 14:02:14 +0530 Subject: [PATCH 02/19] making predictinos fast --- dsp/modules/__init__.py | 2 + dsp/modules/groq.py | 1 - dsp/modules/groq_client.py | 166 +++++++++++++++++++++++++++++++++++++ dspy/__init__.py | 2 + poetry.lock | 26 +++--- pyproject.toml | 2 +- 6 files changed, 184 insertions(+), 15 deletions(-) delete mode 100644 dsp/modules/groq.py create mode 100644 dsp/modules/groq_client.py diff --git a/dsp/modules/__init__.py b/dsp/modules/__init__.py index fdf59eabc8..3c1f7141b3 100644 --- a/dsp/modules/__init__.py +++ b/dsp/modules/__init__.py @@ -8,9 +8,11 @@ from .databricks import * from .google import * from .gpt3 import * +from .groq_client import * from .hf import HFModel from .hf_client import Anyscale, HFClientTGI, Together from .ollama import * from .pyserini import * from .sbert import * from .sentence_vectorizer import * + diff --git a/dsp/modules/groq.py b/dsp/modules/groq.py deleted file mode 100644 index 8526f49786..0000000000 --- a/dsp/modules/groq.py +++ /dev/null @@ -1 +0,0 @@ -# stub for groq \ No newline at end of file diff --git a/dsp/modules/groq_client.py b/dsp/modules/groq_client.py new file mode 100644 index 0000000000..44c5915383 --- /dev/null +++ b/dsp/modules/groq_client.py @@ -0,0 +1,166 @@ +import logging +import os +import json +from typing import Any, Literal, Optional +import backoff +from groq import Groq, AsyncGroq +import groq +import functools + + +import dsp +from dsp.modules.cache_utils import CacheMemory, NotebookCacheMemory, cache_turn_on +from dsp.modules.lm import LM + + +# Configure logging +logging.basicConfig( + level=logging.INFO, + format="%(message)s", + handlers=[logging.FileHandler("groq_usage.log")], +) + + + +def backoff_hdlr(details): + """Handler from https://pypi.org/project/backoff/""" + print( + "Backing off {wait:0.1f} seconds after {tries} tries " + "calling function {target} with kwargs " + "{kwargs}".format(**details), + ) + + +class GroqLM(LM): + """Wrapper around groq's API. + + Args: + model (str, optional): groq supported LLM model to use. Defaults to "mixtral-8x7b-32768". + api_key (Optional[str], optional): API provider Authentication token. use Defaults to None. + **kwargs: Additional arguments to pass to the API provider. + """ + + def __init__( + self, + model: str = "mixtral-8x7b-32768", + api_key: Optional[str] = None, + **kwargs, + ): + super().__init__(model) + + if api_key: + self.api_key = api_key + self.client = Groq(api_key = api_key) + + self.kwargs = { + "temperature": 0.0, + "max_tokens": 150, + "top_p": 1, + "frequency_penalty": 0, + "presence_penalty": 0, + "n": 1, + **kwargs, + } + models = self.client.models.list().data + if models is not None: + if model in [m.id for m in models]: + self.kwargs["model"] = model + self.history: list[dict[str, Any]] = [] + + + def log_usage(self, response): + """Log the total tokens from the Groq API response.""" + usage_data = response.get("usage") + if usage_data: + total_tokens = usage_data.get("total_tokens") + logging.info(f"{total_tokens}") + + def basic_request(self, prompt: str, **kwargs): + raw_kwargs = kwargs + + kwargs = {**self.kwargs, **kwargs} + + kwargs["messages"] = [{"role": "user", "content": prompt}] + response = self.chat_request(**kwargs) + + history = { + "prompt": prompt, + "response": response, + "kwargs": kwargs, + "raw_kwargs": raw_kwargs, + } + + self.history.append(history) + + return response + + @backoff.on_exception( + backoff.expo, + groq.RateLimitError, + max_time=1000, + on_backoff=backoff_hdlr, + ) + def request(self, prompt: str, **kwargs): + """Handles retreival of model completions whilst handling rate limiting and caching.""" + if "model_type" in kwargs: + del kwargs["model_type"] + + return self.basic_request(prompt, **kwargs) + + def _get_choice_text(self, choice) -> str: + return choice.message.content + + def chat_request(self, **kwargs): + """Handles retreival of model completions whilst handling rate limiting and caching.""" + response = self.client.chat.completions.create(**kwargs) + return response + + def __call__( + self, + prompt: str, + only_completed: bool = True, + return_sorted: bool = False, + **kwargs, + ) -> list[dict[str, Any]]: + """Retrieves completions from model. + + Args: + prompt (str): prompt to send to model + only_completed (bool, optional): return only completed responses and ignores completion due to length. Defaults to True. + return_sorted (bool, optional): sort the completion choices using the returned probabilities. Defaults to False. + + Returns: + list[dict[str, Any]]: list of completion choices + """ + + assert only_completed, "for now" + assert return_sorted is False, "for now" + response = self.request(prompt, **kwargs) + + if dsp.settings.log_openai_usage: + self.log_usage(response) + + choices = response.choices + + completions = [self._get_choice_text(c) for c in choices] + if return_sorted and kwargs.get("n", 1) > 1: + scored_completions = [] + + for c in choices: + tokens, logprobs = ( + c["logprobs"]["tokens"], + c["logprobs"]["token_logprobs"], + ) + + if "<|endoftext|>" in tokens: + index = tokens.index("<|endoftext|>") + 1 + tokens, logprobs = tokens[:index], logprobs[:index] + + avglog = sum(logprobs) / len(logprobs) + scored_completions.append((avglog, self._get_choice_text(c))) + + scored_completions = sorted(scored_completions, reverse=True) + completions = [c for _, c in scored_completions] + + return completions + diff --git a/dspy/__init__.py b/dspy/__init__.py index 55dd6b6ffc..f5bab3aa09 100644 --- a/dspy/__init__.py +++ b/dspy/__init__.py @@ -19,10 +19,12 @@ Pyserini = dsp.PyseriniRetriever Clarifai = dsp.ClarifaiLLM Google = dsp.Google +GROQ = dsp.GroqLM HFClientTGI = dsp.HFClientTGI HFClientVLLM = HFClientVLLM + Anyscale = dsp.Anyscale Together = dsp.Together HFModel = dsp.HFModel diff --git a/poetry.lock b/poetry.lock index f4cf00cf8d..e6781a9a8e 100644 --- a/poetry.lock +++ b/poetry.lock @@ -2921,6 +2921,7 @@ description = "Nvidia JIT LTO Library" optional = false python-versions = ">=3" files = [ + {file = "nvidia_nvjitlink_cu12-12.4.99-py3-none-manylinux2014_aarch64.whl", hash = "sha256:75d6498c96d9adb9435f2bbdbddb479805ddfb97b5c1b32395c694185c20ca57"}, {file = "nvidia_nvjitlink_cu12-12.4.99-py3-none-manylinux2014_x86_64.whl", hash = "sha256:c6428836d20fe7e327191c175791d38570e10762edc588fb46749217cd444c74"}, {file = "nvidia_nvjitlink_cu12-12.4.99-py3-none-win_amd64.whl", hash = "sha256:991905ffa2144cb603d8ca7962d75c35334ae82bf92820b6ba78157277da1ad2"}, ] @@ -3037,26 +3038,25 @@ sympy = "*" [[package]] name = "openai" -version = "1.13.3" -description = "The official Python library for the openai API" +version = "0.28.1" +description = "Python client library for the OpenAI API" optional = false python-versions = ">=3.7.1" files = [ - {file = "openai-1.13.3-py3-none-any.whl", hash = "sha256:5769b62abd02f350a8dd1a3a242d8972c947860654466171d60fb0972ae0a41c"}, - {file = "openai-1.13.3.tar.gz", hash = "sha256:ff6c6b3bc7327e715e4b3592a923a5a1c7519ff5dd764a83d69f633d49e77a7b"}, + {file = "openai-0.28.1-py3-none-any.whl", hash = "sha256:d18690f9e3d31eedb66b57b88c2165d760b24ea0a01f150dd3f068155088ce68"}, + {file = "openai-0.28.1.tar.gz", hash = "sha256:4be1dad329a65b4ce1a660fe6d5431b438f429b5855c883435f0f7fcb6d2dcc8"}, ] [package.dependencies] -anyio = ">=3.5.0,<5" -distro = ">=1.7.0,<2" -httpx = ">=0.23.0,<1" -pydantic = ">=1.9.0,<3" -sniffio = "*" -tqdm = ">4" -typing-extensions = ">=4.7,<5" +aiohttp = "*" +requests = ">=2.20" +tqdm = "*" [package.extras] -datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"] +datalib = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"] +dev = ["black (>=21.6b0,<22.0)", "pytest (==6.*)", "pytest-asyncio", "pytest-mock"] +embeddings = ["matplotlib", "numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "plotly", "scikit-learn (>=1.0.2)", "scipy", "tenacity (>=8.0.1)"] +wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "wandb"] [[package]] name = "opentelemetry-api" @@ -6249,4 +6249,4 @@ weaviate = ["weaviate-client"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "8b55c1af3ccff5334d51310bd6c1ee8104c27b145bf8e13fb19d47d864b6dea4" +content-hash = "e05721404613ea311ffc12ea1e18363f4aca18b25fa65bcfdbeb80dbf0d6d71d" diff --git a/pyproject.toml b/pyproject.toml index 5c144d2d74..caa37671d4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -82,7 +82,7 @@ python = ">=3.9,<3.12" pydantic = "2.5.0" backoff = "^2.2.1" joblib = "^1.3.2" -openai = ">=0.28.1,<2.0.0" +openai = "0.28.1" pandas = "^2.1.1" regex = "^2023.10.3" ujson = "^5.8.0" From cb6e25882669b48d735d1f121101acc65adffe84 Mon Sep 17 00:00:00 2001 From: Somesh Fengade Date: Wed, 13 Mar 2024 14:31:40 +0530 Subject: [PATCH 03/19] making version compatible --- dspy/__init__.py | 1 - poetry.lock | 61 ++++++++++++++++++++++++------------------------ pyproject.toml | 3 ++- 3 files changed, 33 insertions(+), 32 deletions(-) diff --git a/dspy/__init__.py b/dspy/__init__.py index f5bab3aa09..f367a90dfa 100644 --- a/dspy/__init__.py +++ b/dspy/__init__.py @@ -24,7 +24,6 @@ HFClientTGI = dsp.HFClientTGI HFClientVLLM = HFClientVLLM - Anyscale = dsp.Anyscale Together = dsp.Together HFModel = dsp.HFModel diff --git a/poetry.lock b/poetry.lock index e6781a9a8e..5ed5630d4f 100644 --- a/poetry.lock +++ b/poetry.lock @@ -754,13 +754,13 @@ development = ["black", "flake8", "mypy", "pytest", "types-colorama"] [[package]] name = "comm" -version = "0.2.1" +version = "0.2.2" description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc." optional = true python-versions = ">=3.8" files = [ - {file = "comm-0.2.1-py3-none-any.whl", hash = "sha256:87928485c0dfc0e7976fd89fc1e187023cf587e7c353e4a9b417555b44adf021"}, - {file = "comm-0.2.1.tar.gz", hash = "sha256:0bc91edae1344d39d3661dcbc36937181fdaddb304790458f8b044dbc064b89a"}, + {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"}, + {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"}, ] [package.dependencies] @@ -1758,13 +1758,13 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs [[package]] name = "importlib-resources" -version = "6.1.3" +version = "6.3.0" description = "Read resources from Python packages" optional = false python-versions = ">=3.8" files = [ - {file = "importlib_resources-6.1.3-py3-none-any.whl", hash = "sha256:4c0269e3580fe2634d364b39b38b961540a7738c02cb984e98add8b4221d793d"}, - {file = "importlib_resources-6.1.3.tar.gz", hash = "sha256:56fb4525197b78544a3354ea27793952ab93f935bb4bf746b846bb1015020f2b"}, + {file = "importlib_resources-6.3.0-py3-none-any.whl", hash = "sha256:783407aa1cd05550e3aa123e8f7cfaebee35ffa9cb0242919e2d1e4172222705"}, + {file = "importlib_resources-6.3.0.tar.gz", hash = "sha256:166072a97e86917a9025876f34286f549b9caf1d10b35a1b372bffa1600c6569"}, ] [package.dependencies] @@ -2680,13 +2680,13 @@ testing-docutils = ["pygments", "pytest (>=7,<8)", "pytest-param-files (>=0.3.4, [[package]] name = "nbclient" -version = "0.9.0" +version = "0.10.0" description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." optional = true python-versions = ">=3.8.0" files = [ - {file = "nbclient-0.9.0-py3-none-any.whl", hash = "sha256:a3a1ddfb34d4a9d17fc744d655962714a866639acd30130e9be84191cd97cd15"}, - {file = "nbclient-0.9.0.tar.gz", hash = "sha256:4b28c207877cf33ef3a9838cdc7a54c5ceff981194a82eac59d558f05487295e"}, + {file = "nbclient-0.10.0-py3-none-any.whl", hash = "sha256:f13e3529332a1f1f81d82a53210322476a168bb7090a0289c795fe9cc11c9d3f"}, + {file = "nbclient-0.10.0.tar.gz", hash = "sha256:4b3f1b7dba531e498449c4db4f53da339c91d449dc11e9af3a43b4eb5c5abb09"}, ] [package.dependencies] @@ -2698,17 +2698,17 @@ traitlets = ">=5.4" [package.extras] dev = ["pre-commit"] docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient[test]", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling"] -test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"] +test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"] [[package]] name = "nbformat" -version = "5.9.2" +version = "5.10.2" description = "The Jupyter Notebook format" optional = true python-versions = ">=3.8" files = [ - {file = "nbformat-5.9.2-py3-none-any.whl", hash = "sha256:1c5172d786a41b82bcfd0c23f9e6b6f072e8fb49c39250219e4acfff1efe89e9"}, - {file = "nbformat-5.9.2.tar.gz", hash = "sha256:5f98b5ba1997dff175e77e0c17d5c10a96eaed2cbd1de3533d1fc35d5e111192"}, + {file = "nbformat-5.10.2-py3-none-any.whl", hash = "sha256:7381189a0d537586b3f18bae5dbad347d7dd0a7cf0276b09cdcd5c24d38edd99"}, + {file = "nbformat-5.10.2.tar.gz", hash = "sha256:c535b20a0d4310167bf4d12ad31eccfb0dc61e6392d6f8c570ab5b45a06a49a3"}, ] [package.dependencies] @@ -3038,25 +3038,26 @@ sympy = "*" [[package]] name = "openai" -version = "0.28.1" -description = "Python client library for the OpenAI API" +version = "1.13.3" +description = "The official Python library for the openai API" optional = false python-versions = ">=3.7.1" files = [ - {file = "openai-0.28.1-py3-none-any.whl", hash = "sha256:d18690f9e3d31eedb66b57b88c2165d760b24ea0a01f150dd3f068155088ce68"}, - {file = "openai-0.28.1.tar.gz", hash = "sha256:4be1dad329a65b4ce1a660fe6d5431b438f429b5855c883435f0f7fcb6d2dcc8"}, + {file = "openai-1.13.3-py3-none-any.whl", hash = "sha256:5769b62abd02f350a8dd1a3a242d8972c947860654466171d60fb0972ae0a41c"}, + {file = "openai-1.13.3.tar.gz", hash = "sha256:ff6c6b3bc7327e715e4b3592a923a5a1c7519ff5dd764a83d69f633d49e77a7b"}, ] [package.dependencies] -aiohttp = "*" -requests = ">=2.20" -tqdm = "*" +anyio = ">=3.5.0,<5" +distro = ">=1.7.0,<2" +httpx = ">=0.23.0,<1" +pydantic = ">=1.9.0,<3" +sniffio = "*" +tqdm = ">4" +typing-extensions = ">=4.7,<5" [package.extras] -datalib = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"] -dev = ["black (>=21.6b0,<22.0)", "pytest (==6.*)", "pytest-asyncio", "pytest-mock"] -embeddings = ["matplotlib", "numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "plotly", "scikit-learn (>=1.0.2)", "scipy", "tenacity (>=8.0.1)"] -wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "wandb"] +datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"] [[package]] name = "opentelemetry-api" @@ -6225,18 +6226,18 @@ multidict = ">=4.0" [[package]] name = "zipp" -version = "3.17.0" +version = "3.18.0" description = "Backport of pathlib-compatible object wrapper for zip files" optional = false python-versions = ">=3.8" files = [ - {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"}, - {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"}, + {file = "zipp-3.18.0-py3-none-any.whl", hash = "sha256:c1bb803ed69d2cce2373152797064f7e79bc43f0a3748eb494096a867e0ebf79"}, + {file = "zipp-3.18.0.tar.gz", hash = "sha256:df8d042b02765029a09b157efd8e820451045890acc30f8e37dd2f94a060221f"}, ] [package.extras] -docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"] -testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"] +docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] [extras] chromadb = ["chromadb"] @@ -6249,4 +6250,4 @@ weaviate = ["weaviate-client"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "e05721404613ea311ffc12ea1e18363f4aca18b25fa65bcfdbeb80dbf0d6d71d" +content-hash = "8b55c1af3ccff5334d51310bd6c1ee8104c27b145bf8e13fb19d47d864b6dea4" diff --git a/pyproject.toml b/pyproject.toml index caa37671d4..fd3a5ab6fb 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -57,6 +57,7 @@ docs = [ "autodoc_pydantic", "sphinx-reredirects>=0.1.2", "sphinx-automodapi==0.16.0", + ] dev = ["pytest>=6.2.5"] @@ -82,7 +83,7 @@ python = ">=3.9,<3.12" pydantic = "2.5.0" backoff = "^2.2.1" joblib = "^1.3.2" -openai = "0.28.1" +openai = ">=0.28.1,<2.0.0" pandas = "^2.1.1" regex = "^2023.10.3" ujson = "^5.8.0" From 22230655f091866b6ab5aeb9bde524297e32f63d Mon Sep 17 00:00:00 2001 From: Somesh Fengade Date: Wed, 13 Mar 2024 17:08:28 +0530 Subject: [PATCH 04/19] adding the inspect_history --- dsp/modules/groq_client.py | 11 +++++++---- dsp/modules/lm.py | 5 ++++- 2 files changed, 11 insertions(+), 5 deletions(-) diff --git a/dsp/modules/groq_client.py b/dsp/modules/groq_client.py index 44c5915383..14b1b70962 100644 --- a/dsp/modules/groq_client.py +++ b/dsp/modules/groq_client.py @@ -1,7 +1,7 @@ import logging import os import json -from typing import Any, Literal, Optional +from typing import Any, Literal, Optional, Required import backoff from groq import Groq, AsyncGroq import groq @@ -42,15 +42,18 @@ class GroqLM(LM): def __init__( self, + api_key: str, model: str = "mixtral-8x7b-32768", - api_key: Optional[str] = None, **kwargs, ): super().__init__(model) - + self.provider = "groq" if api_key: self.api_key = api_key self.client = Groq(api_key = api_key) + else: + raise ValueError("api_key is required for groq") + self.kwargs = { "temperature": 0.0, @@ -85,7 +88,7 @@ def basic_request(self, prompt: str, **kwargs): history = { "prompt": prompt, - "response": response, + "response": response.choices[0].message.content, "kwargs": kwargs, "raw_kwargs": raw_kwargs, } diff --git a/dsp/modules/lm.py b/dsp/modules/lm.py index 5fbf5ec5e1..afe2db3ded 100644 --- a/dsp/modules/lm.py +++ b/dsp/modules/lm.py @@ -46,7 +46,7 @@ def inspect_history(self, n: int = 1, skip: int = 0): if prompt != last_prompt: - if provider == "clarifai" or provider == "google" or provider == "claude": + if provider == "clarifai" or provider == "google" or provider == "claude" or provider == "groq": printed.append( ( prompt, @@ -82,6 +82,9 @@ def inspect_history(self, n: int = 1, skip: int = 0): text = ' ' + self._get_choice_text(choices[0]).strip() elif provider == "clarifai" or provider == "claude" : text=choices + elif provider == "groq": + # print(choices) + text = ' ' + choices elif provider == "google": text = choices[0].parts[0].text else: From e31b577589c5a4cd46d0bf65ed46e37095cdc41f Mon Sep 17 00:00:00 2001 From: Somesh Fengade Date: Thu, 14 Mar 2024 10:13:58 +0530 Subject: [PATCH 05/19] adding groq documentation --- docs/api/language_model_clients/Groq.md | 51 +++++++++++++++++++++++++ 1 file changed, 51 insertions(+) create mode 100644 docs/api/language_model_clients/Groq.md diff --git a/docs/api/language_model_clients/Groq.md b/docs/api/language_model_clients/Groq.md new file mode 100644 index 0000000000..5f48accf4b --- /dev/null +++ b/docs/api/language_model_clients/Groq.md @@ -0,0 +1,51 @@ +--- +sidebar_position: 9 +--- + +# dspy.GROQ + +### Usage + +```python +lm = dspy.GROQ(model='mixtral-8x7b-32768', api_key ="gsk_***" ) +``` + +### Constructor + +The constructor initializes the base class `LM` and verifies the provided arguments like the `api_key` for GROQ api retriver. The `kwargs` attribute is initialized with default values for relevant text generation parameters needed for communicating with the GPT API, such as `temperature`, `max_tokens`, `top_p`, `frequency_penalty`, `presence_penalty`, and `n`. + +```python +class GroqLM(LM): + def __init__( + self, + api_key: str, + model: str = "mixtral-8x7b-32768", + **kwargs, + ): +``` + + + +**Parameters:** +- `api_key` str: API provider authentication token. Defaults to None. +- `model` str: model name. Defaults to "mixtral-8x7b-32768' options: ['llama2-70b-4096', 'gemma-7b-it'] +- `**kwargs`: Additional language model arguments to pass to the API provider. + +### Methods + +#### `def __call__(self, prompt: str, only_completed: bool = True, return_sorted: bool = False, **kwargs, ) -> list[dict[str, Any]]:` + +Retrieves completions from GROQ by calling `request`. + +Internally, the method handles the specifics of preparing the request prompt and corresponding payload to obtain the response. + +After generation, the generated content look like `choice["message"]["content"]`. + +**Parameters:** +- `prompt` (_str_): Prompt to send to OpenAI. +- `only_completed` (_bool_, _optional_): Flag to return only completed responses and ignore completion due to length. Defaults to True. +- `return_sorted` (_bool_, _optional_): Flag to sort the completion choices using the returned averaged log-probabilities. Defaults to False. +- `**kwargs`: Additional keyword arguments for completion request. + +**Returns:** +- `List[Dict[str, Any]]`: List of completion choices. \ No newline at end of file From 5c03f3a7e02d7457e79afcea4be2ec009f9dc49b Mon Sep 17 00:00:00 2001 From: Somesh Fengade Date: Thu, 14 Mar 2024 19:20:15 +0530 Subject: [PATCH 06/19] comm remove --- dsp/modules/lm.py | 1 - 1 file changed, 1 deletion(-) diff --git a/dsp/modules/lm.py b/dsp/modules/lm.py index afe2db3ded..dba107e3c8 100644 --- a/dsp/modules/lm.py +++ b/dsp/modules/lm.py @@ -83,7 +83,6 @@ def inspect_history(self, n: int = 1, skip: int = 0): elif provider == "clarifai" or provider == "claude" : text=choices elif provider == "groq": - # print(choices) text = ' ' + choices elif provider == "google": text = choices[0].parts[0].text From e15332d438feb137f0944c330c83a5f26c23ebe4 Mon Sep 17 00:00:00 2001 From: Somesh Fengade Date: Fri, 15 Mar 2024 16:21:20 +0530 Subject: [PATCH 07/19] adding the together fix --- .gitignore | 4 ++++ dsp/modules/hf_client.py | 49 +++++++++++++++++++++---------------- poetry.lock | 52 ++++++++++++++++++++-------------------- pyproject.toml | 1 + 4 files changed, 60 insertions(+), 46 deletions(-) diff --git a/.gitignore b/.gitignore index 99f1ba2ecd..3401287a6a 100644 --- a/.gitignore +++ b/.gitignore @@ -47,3 +47,7 @@ assertion.log *.log *.db .venv +temp_req.py +trial.ipynb +dsp/modules/error.html +checkit.py diff --git a/dsp/modules/hf_client.py b/dsp/modules/hf_client.py index fb92c48d53..5ad346a42a 100644 --- a/dsp/modules/hf_client.py +++ b/dsp/modules/hf_client.py @@ -203,11 +203,11 @@ def run_server(self, port, model_name=None, model_path=None, env_variable=None, docker_process.wait() class Together(HFModel): - def __init__(self, model, **kwargs): + def __init__(self, model, api_key , **kwargs): super().__init__(model=model, is_client=True) self.session = requests.Session() - self.api_base = os.getenv("TOGETHER_API_BASE") - self.token = os.getenv("TOGETHER_API_KEY") + self.api_base = "https://api.together.xyz/v1/" + self.token = api_key self.model = model self.use_inst_template = False @@ -233,11 +233,9 @@ def __init__(self, model, **kwargs): max_time=1000, on_backoff=backoff_hdlr, ) - def _generate(self, prompt, use_chat_api=False, **kwargs): + def _generate(self, prompt, use_chat_api=True, **kwargs): url = f"{self.api_base}" - kwargs = {**self.kwargs, **kwargs} - stop = kwargs.get("stop") temperature = kwargs.get("temperature") max_tokens = kwargs.get("max_tokens", 150) @@ -257,10 +255,10 @@ def _generate(self, prompt, use_chat_api=False, **kwargs): "messages": messages, "temperature": temperature, "max_tokens": max_tokens, - "top_p": top_p, - "top_k": top_k, - "repetition_penalty": repetition_penalty, - "stop": stop, + # "top_p": top_p, + # "top_k": top_k, + # "repetition_penalty": repetition_penalty, + # "stop": stop, } else: body = { @@ -268,26 +266,37 @@ def _generate(self, prompt, use_chat_api=False, **kwargs): "prompt": prompt, "temperature": temperature, "max_tokens": max_tokens, - "top_p": top_p, - "top_k": top_k, - "repetition_penalty": repetition_penalty, - "stop": stop, + # "top_p": top_p, + # "top_k": top_k, + # "repetition_penalty": repetition_penalty, + # "stop": stop, } - headers = {"Authorization": f"Bearer {self.token}"} + headers = { + "Authorization": f"Bearer {self.token}", + "Content-Type": "application/json" + } + + try: + # print(url, headers, body) + # resp = requests.post(url, headers = headers , json = body) + # print(resp.text) + # return resp.json() - try: with self.session.post(url, headers=headers, json=body) as resp: + print(resp) resp_json = resp.json() + print(resp_json) if use_chat_api: - completions = [resp_json['output'].get('choices', [])[0].get('message', {}).get('content', "")] + completions = [resp_json.get('choices', [])[0].get('message', {}).get('content', "")] else: - completions = [resp_json['output'].get('choices', [])[0].get('text', "")] + completions = [resp_json.get('choices', [])[0].get('content', "")] response = {"prompt": prompt, "choices": [{"text": c} for c in completions]} return response except Exception as e: - if resp_json: - print(f"resp_json:{resp_json}") + pass + # if resp_json: + # print(f"resp_json:{resp_json}") print(f"Failed to parse JSON response: {e}") raise Exception("Received invalid JSON response from server") diff --git a/poetry.lock b/poetry.lock index 62eca1a5be..c52b0441e9 100644 --- a/poetry.lock +++ b/poetry.lock @@ -201,7 +201,7 @@ trio = ["trio (>=0.23)"] name = "appnope" version = "0.1.4" description = "Disable App Nap on macOS >= 10.9" -optional = true +optional = false python-versions = ">=3.6" files = [ {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"}, @@ -212,7 +212,7 @@ files = [ name = "asttokens" version = "2.4.1" description = "Annotate AST trees with source code positions" -optional = true +optional = false python-versions = "*" files = [ {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"}, @@ -756,7 +756,7 @@ development = ["black", "flake8", "mypy", "pytest", "types-colorama"] name = "comm" version = "0.2.2" description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc." -optional = true +optional = false python-versions = ">=3.8" files = [ {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"}, @@ -871,7 +871,7 @@ vision = ["Pillow (>=6.2.1)"] name = "debugpy" version = "1.8.1" description = "An implementation of the Debug Adapter Protocol for Python" -optional = true +optional = false python-versions = ">=3.8" files = [ {file = "debugpy-1.8.1-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:3bda0f1e943d386cc7a0e71bfa59f4137909e2ed947fb3946c506e113000f741"}, @@ -902,7 +902,7 @@ files = [ name = "decorator" version = "5.1.1" description = "Decorators for Humans" -optional = true +optional = false python-versions = ">=3.5" files = [ {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"}, @@ -1001,7 +1001,7 @@ test = ["pytest (>=6)"] name = "executing" version = "2.0.1" description = "Get the currently executing AST node of a frame, and other information" -optional = true +optional = false python-versions = ">=3.5" files = [ {file = "executing-2.0.1-py2.py3-none-any.whl", hash = "sha256:eac49ca94516ccc753f9fb5ce82603156e590b27525a8bc32cce8ae302eb61bc"}, @@ -1789,7 +1789,7 @@ files = [ name = "ipykernel" version = "6.29.3" description = "IPython Kernel for Jupyter" -optional = true +optional = false python-versions = ">=3.8" files = [ {file = "ipykernel-6.29.3-py3-none-any.whl", hash = "sha256:5aa086a4175b0229d4eca211e181fb473ea78ffd9869af36ba7694c947302a21"}, @@ -1822,7 +1822,7 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio name = "ipython" version = "8.18.1" description = "IPython: Productive Interactive Computing" -optional = true +optional = false python-versions = ">=3.9" files = [ {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"}, @@ -1859,7 +1859,7 @@ test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pa name = "jedi" version = "0.19.1" description = "An autocompletion tool for Python that can be used for text editors." -optional = true +optional = false python-versions = ">=3.6" files = [ {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"}, @@ -1968,7 +1968,7 @@ testing = ["coverage", "ipykernel", "jupytext", "matplotlib", "nbdime", "nbforma name = "jupyter-client" version = "8.6.1" description = "Jupyter protocol implementation and client libraries" -optional = true +optional = false python-versions = ">=3.8" files = [ {file = "jupyter_client-8.6.1-py3-none-any.whl", hash = "sha256:3b7bd22f058434e3b9a7ea4b1500ed47de2713872288c0d511d19926f99b459f"}, @@ -1991,7 +1991,7 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt name = "jupyter-core" version = "5.7.2" description = "Jupyter core package. A base package on which Jupyter projects rely." -optional = true +optional = false python-versions = ">=3.8" files = [ {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"}, @@ -2231,7 +2231,7 @@ urllib3 = "*" name = "matplotlib-inline" version = "0.1.6" description = "Inline Matplotlib backend for Jupyter" -optional = true +optional = false python-versions = ">=3.5" files = [ {file = "matplotlib-inline-0.1.6.tar.gz", hash = "sha256:f887e5f10ba98e8d2b150ddcf4702c1e5f8b3a20005eb0f74bfdbd360ee6f304"}, @@ -2725,7 +2725,7 @@ test = ["pep440", "pre-commit", "pytest", "testpath"] name = "nest-asyncio" version = "1.6.0" description = "Patch asyncio to allow nested event loops" -optional = true +optional = false python-versions = ">=3.5" files = [ {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"}, @@ -3274,7 +3274,7 @@ xml = ["lxml (>=4.9.2)"] name = "parso" version = "0.8.3" description = "A Python Parser" -optional = true +optional = false python-versions = ">=3.6" files = [ {file = "parso-0.8.3-py2.py3-none-any.whl", hash = "sha256:c001d4636cd3aecdaf33cbb40aebb59b094be2a74c556778ef5576c175e19e75"}, @@ -3300,7 +3300,7 @@ files = [ name = "pexpect" version = "4.9.0" description = "Pexpect allows easy control of interactive console applications." -optional = true +optional = false python-versions = "*" files = [ {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"}, @@ -3411,7 +3411,7 @@ test = ["coverage", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint" name = "prompt-toolkit" version = "3.0.43" description = "Library for building powerful interactive command lines in Python" -optional = true +optional = false python-versions = ">=3.7.0" files = [ {file = "prompt_toolkit-3.0.43-py3-none-any.whl", hash = "sha256:a11a29cb3bf0a28a387fe5122cdb649816a957cd9261dcedf8c9f1fef33eacf6"}, @@ -3445,7 +3445,7 @@ files = [ name = "psutil" version = "5.9.8" description = "Cross-platform lib for process and system monitoring in Python." -optional = true +optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*" files = [ {file = "psutil-5.9.8-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:26bd09967ae00920df88e0352a91cff1a78f8d69b3ecabbfe733610c0af486c8"}, @@ -3473,7 +3473,7 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"] name = "ptyprocess" version = "0.7.0" description = "Run a subprocess in a pseudo terminal" -optional = true +optional = false python-versions = "*" files = [ {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"}, @@ -3531,7 +3531,7 @@ functions = ["apache-bookkeeper-client (>=4.16.1)", "grpcio (>=1.60.0)", "promet name = "pure-eval" version = "0.2.2" description = "Safely evaluate AST nodes without side effects" -optional = true +optional = false python-versions = "*" files = [ {file = "pure_eval-0.2.2-py3-none-any.whl", hash = "sha256:01eaab343580944bc56080ebe0a674b39ec44a945e6d09ba7db3cb8cec289350"}, @@ -3950,7 +3950,7 @@ files = [ name = "pywin32" version = "306" description = "Python for Window Extensions" -optional = true +optional = false python-versions = "*" files = [ {file = "pywin32-306-cp310-cp310-win32.whl", hash = "sha256:06d3420a5155ba65f0b72f2699b5bacf3109f36acbe8923765c22938a69dfc8d"}, @@ -4047,7 +4047,7 @@ pyyaml = "*" name = "pyzmq" version = "25.1.2" description = "Python bindings for 0MQ" -optional = true +optional = false python-versions = ">=3.6" files = [ {file = "pyzmq-25.1.2-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:e624c789359f1a16f83f35e2c705d07663ff2b4d4479bad35621178d8f0f6ea4"}, @@ -5006,7 +5006,7 @@ sqlcipher = ["sqlcipher3_binary"] name = "stack-data" version = "0.6.3" description = "Extract data from python stack frames and tracebacks for informative displays" -optional = true +optional = false python-versions = "*" files = [ {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"}, @@ -5292,7 +5292,7 @@ optree = ["optree (>=0.9.1)"] name = "tornado" version = "6.4" description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed." -optional = true +optional = false python-versions = ">= 3.8" files = [ {file = "tornado-6.4-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:02ccefc7d8211e5a7f9e8bc3f9e5b0ad6262ba2fbb683a6443ecc804e5224ce0"}, @@ -5332,7 +5332,7 @@ telegram = ["requests"] name = "traitlets" version = "5.14.2" description = "Traitlets Python configuration system" -optional = true +optional = false python-versions = ">=3.8" files = [ {file = "traitlets-5.14.2-py3-none-any.whl", hash = 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[tool.poetry.group.dev.dependencies] From a9f0ac190fc7f2e7d2c0bc12580f4ff784d6a080 Mon Sep 17 00:00:00 2001 From: Somesh Fengade Date: Mon, 18 Mar 2024 11:13:03 +0530 Subject: [PATCH 08/19] unused imports removed and ruff check fixed --- dsp/modules/groq_client.py | 14 ++++---------- 1 file changed, 4 insertions(+), 10 deletions(-) diff --git a/dsp/modules/groq_client.py b/dsp/modules/groq_client.py index 14b1b70962..5b6b13734d 100644 --- a/dsp/modules/groq_client.py +++ b/dsp/modules/groq_client.py @@ -1,18 +1,13 @@ import logging -import os -import json -from typing import Any, Literal, Optional, Required +from typing import Any + import backoff -from groq import Groq, AsyncGroq import groq -import functools - +from groq import Groq import dsp -from dsp.modules.cache_utils import CacheMemory, NotebookCacheMemory, cache_turn_on from dsp.modules.lm import LM - # Configure logging logging.basicConfig( level=logging.INFO, @@ -165,5 +160,4 @@ def __call__( scored_completions = sorted(scored_completions, reverse=True) completions = [c for _, c in scored_completions] - return completions - + return completions \ No newline at end of file From a543447572eb6a6e2e9b4ade83d72fb1dd8a7a4e Mon Sep 17 00:00:00 2001 From: Somesh Fengade Date: Tue, 19 Mar 2024 10:50:32 +0530 Subject: [PATCH 09/19] poetry lock , imports resolved --- dsp/modules/groq_client.py | 12 +- poetry.lock | 235 ++++++++++++++++++------------------- pyproject.toml | 1 - 3 files changed, 126 insertions(+), 122 deletions(-) diff --git a/dsp/modules/groq_client.py b/dsp/modules/groq_client.py index 5b6b13734d..0f1d2ffe40 100644 --- a/dsp/modules/groq_client.py +++ b/dsp/modules/groq_client.py @@ -2,8 +2,14 @@ from typing import Any import backoff -import groq -from groq import Groq + +try: + import groq + from groq import Groq + groq_api_error = (groq.APIError, groq.RateLimitError) +except ImportError: + groq_api_error = (Exception) + import dsp from dsp.modules.lm import LM @@ -94,7 +100,7 @@ def basic_request(self, prompt: str, **kwargs): @backoff.on_exception( backoff.expo, - groq.RateLimitError, + groq_api_error, max_time=1000, on_backoff=backoff_hdlr, ) diff --git a/poetry.lock b/poetry.lock index 62eca1a5be..e2fe06a207 100644 --- a/poetry.lock +++ b/poetry.lock @@ -282,13 +282,13 @@ cryptography = "*" [[package]] name = "autodoc-pydantic" -version = "2.0.1" +version = "2.1.0" description = "Seamlessly integrate pydantic models in your Sphinx documentation." optional = true -python-versions = ">=3.7.1,<4.0.0" +python-versions = ">=3.8,<4.0.0" files = [ - {file = "autodoc_pydantic-2.0.1-py3-none-any.whl", hash = "sha256:d3c302fdb6d37edb5b721f0f540252fa79cea7018bc1a9a85bf70f33a68b0ce4"}, - {file = "autodoc_pydantic-2.0.1.tar.gz", hash = "sha256:7a125a4ff18e4903e27be71e4ddb3269380860eacab4a584d6cc2e212fa96991"}, + {file = "autodoc_pydantic-2.1.0-py3-none-any.whl", hash = "sha256:9f1f82ee3667589dfa08b21697be8bbd80b15110e838cd765bb1bf3ce1b0ea8f"}, + {file = 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a/dsp/modules/__init__.py +++ b/dsp/modules/__init__.py @@ -9,6 +9,7 @@ from .google import * from .gpt3 import * from .groq_client import * +from .together_client import * from .hf import HFModel from .hf_client import Anyscale, HFClientTGI, Together from .ollama import * diff --git a/dsp/modules/together_client.py b/dsp/modules/together_client.py new file mode 100644 index 0000000000..4dc29ad658 --- /dev/null +++ b/dsp/modules/together_client.py @@ -0,0 +1,171 @@ +import logging +import os +import json +from typing import Any, Literal, Optional, Required +import backoff +import together +import functools +import openai + + + +import dsp +from dsp.modules.cache_utils import CacheMemory, NotebookCacheMemory, cache_turn_on +from dsp.modules.lm import LM + + +# Configure logging +logging.basicConfig( + level=logging.INFO, + format="%(message)s", + handlers=[logging.FileHandler("together_usage.log")], +) + +def backoff_hdlr(details): + """Handler from https://pypi.org/project/backoff/""" + print( + "Backing off {wait:0.1f} seconds after {tries} tries " + "calling function {target} with kwargs " + "{kwargs}".format(**details), + ) + + +class TogetherLM(LM): + """Wrapper around groq's API. + + Args: + model (str, optional): groq supported LLM model to use. Defaults to "mixtral-8x7b-32768". + api_key (Optional[str], optional): API provider Authentication token. use Defaults to None. + **kwargs: Additional arguments to pass to the API provider. + """ + + def __init__( + self, + api_key: str, + model: str = "mistralai/Mistral-7B-Instruct-v0.1", + **kwargs, + ): + super().__init__(model) + self.provider = "together" + if api_key: + self.client = openai.OpenAI( + api_key=api_key, + base_url="https://api.together.xyz/v1", + ) + + else: + raise ValueError("api_key is required for groq") + + + self.kwargs = { + "temperature": 0.0, + "max_tokens": 150, + "top_p": 1, + "frequency_penalty": 0, + "presence_penalty": 0, + "n": 1, + **kwargs, + } + # models = self.client.models.list().data + # if models is not None: + # if model in [m.id for m in models]: + self.kwargs["model"] = model + self.history: list[dict[str, Any]] = [] + + + def log_usage(self, response): + """Log the total tokens from the Groq API response.""" + usage_data = response.get("usage") + if usage_data: + total_tokens = usage_data.get("total_tokens") + logging.info(f"{total_tokens}") + + def basic_request(self, prompt: str, **kwargs): + raw_kwargs = kwargs + + kwargs = {**self.kwargs, **kwargs} + + kwargs["messages"] = [{"role": "user", "content": prompt}] + response = self.chat_request(**kwargs) + + history = { + "prompt": prompt, + "response": response.choices[0].message.content, + "kwargs": kwargs, + "raw_kwargs": raw_kwargs, + } + + self.history.append(history) + + return response + + @backoff.on_exception( + backoff.expo, + openai.RateLimitError, + max_time=1000, + on_backoff=backoff_hdlr, + ) + def request(self, prompt: str, **kwargs): + """Handles retreival of model completions whilst handling rate limiting and caching.""" + if "model_type" in kwargs: + del kwargs["model_type"] + + return self.basic_request(prompt, **kwargs) + + def _get_choice_text(self, choice) -> str: + return choice.message.content + + def chat_request(self, **kwargs): + """Handles retreival of model completions whilst handling rate limiting and caching.""" + response = self.client.chat.completions.create(**kwargs) + return response + + def __call__( + self, + prompt: str, + only_completed: bool = True, + return_sorted: bool = False, + **kwargs, + ) -> list[dict[str, Any]]: + """Retrieves completions from model. + + Args: + prompt (str): prompt to send to model + only_completed (bool, optional): return only completed responses and ignores completion due to length. Defaults to True. + return_sorted (bool, optional): sort the completion choices using the returned probabilities. Defaults to False. + + Returns: + list[dict[str, Any]]: list of completion choices + """ + + assert only_completed, "for now" + assert return_sorted is False, "for now" + response = self.request(prompt, **kwargs) + + if dsp.settings.log_openai_usage: + self.log_usage(response) + + choices = response.choices + + completions = [self._get_choice_text(c) for c in choices] + if return_sorted and kwargs.get("n", 1) > 1: + scored_completions = [] + + for c in choices: + tokens, logprobs = ( + c["logprobs"]["tokens"], + c["logprobs"]["token_logprobs"], + ) + + if "<|endoftext|>" in tokens: + index = tokens.index("<|endoftext|>") + 1 + tokens, logprobs = tokens[:index], logprobs[:index] + + avglog = sum(logprobs) / len(logprobs) + scored_completions.append((avglog, self._get_choice_text(c))) + + scored_completions = sorted(scored_completions, reverse=True) + completions = [c for _, c in scored_completions] + + return completions + diff --git a/dspy/__init__.py b/dspy/__init__.py index f367a90dfa..c88d418f12 100644 --- a/dspy/__init__.py +++ b/dspy/__init__.py @@ -25,7 +25,7 @@ HFClientVLLM = HFClientVLLM Anyscale = dsp.Anyscale -Together = dsp.Together +Together = dsp.TogetherLM HFModel = dsp.HFModel OllamaLocal = dsp.OllamaLocal Bedrock = dsp.Bedrock From 760e4e9fec14f8294ef327d378f3778af6222a03 Mon Sep 17 00:00:00 2001 From: Somesh Fengade Date: Wed, 20 Mar 2024 11:41:11 +0530 Subject: [PATCH 11/19] adding it as optino --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 1007138b2f..ab4581b8f4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -109,7 +109,7 @@ sphinx_rtd_theme = { version = "*", optional = true } autodoc_pydantic = { version = "*", optional = true } sphinx-reredirects = { version = "^0.1.2", optional = true } sphinx-automodapi = { version = "0.16.0", optional = true } -groq = "^0.4.2" +groq = {version = "^0.4.2", optional = true } rich = "^13.7.1" From 4d7cbbfe4c10515300c05967ae9854a0f88aa0f7 Mon Sep 17 00:00:00 2001 From: Somesh Fengade Date: Wed, 20 Mar 2024 11:43:06 +0530 Subject: [PATCH 12/19] adding poetry lock --- poetry.lock | 45 +++++++++++++++++---------------------------- 1 file changed, 17 insertions(+), 28 deletions(-) diff --git a/poetry.lock b/poetry.lock index e2fe06a207..b6e59ca7a2 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1361,13 +1361,13 @@ test = ["objgraph", "psutil"] [[package]] name = "griffe" -version = "0.42.0" +version = "0.42.1" description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API." optional = false python-versions = ">=3.8" files = [ - {file = "griffe-0.42.0-py3-none-any.whl", hash = "sha256:384df6b802a60f70e65fdb7e83f5b27e2da869a12eac85b25b55250012dbc263"}, - {file = "griffe-0.42.0.tar.gz", hash = "sha256:fb83ee602701ffdf99c9a6bf5f0a5a3bd877364b3bffb2c451dc8fbd9645b0cf"}, + {file = "griffe-0.42.1-py3-none-any.whl", hash = "sha256:7e805e35617601355edcac0d3511cedc1ed0cb1f7645e2d336ae4b05bbae7b3b"}, + {file = "griffe-0.42.1.tar.gz", hash = "sha256:57046131384043ed078692b85d86b76568a686266cc036b9b56b704466f803ce"}, ] [package.dependencies] @@ -1377,7 +1377,7 @@ colorama = ">=0.4" name = "groq" version = "0.4.2" description = "The official Python library for the groq API" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "groq-0.4.2-py3-none-any.whl", hash = "sha256:5b2b472c64d9f35210e0487db465415d47162da3a114031ecbfc8843d26302a5"}, @@ -1758,13 +1758,13 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs [[package]] name = "importlib-resources" -version = "6.3.1" +version = "6.3.2" description = "Read resources from Python packages" optional = false python-versions = ">=3.8" files = [ - 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-[metadata] -lock-version = "2.0" -python-versions = ">=3.9,<3.12" -content-hash = "860885b5c001532058d78d9658a00fc05a8a79bb83f10f69f00f9420def771a1" From 3f2bc6f0e236221bd2b0e2275768ded378f58665 Mon Sep 17 00:00:00 2001 From: Somesh Fengade Date: Tue, 26 Mar 2024 10:40:43 +0530 Subject: [PATCH 14/19] poetry lock changes --- poetry.lock | 78 ++++++++++++++++++++--------------------------------- 1 file changed, 29 insertions(+), 49 deletions(-) diff --git a/poetry.lock b/poetry.lock index be9ea9f340..052187a968 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" @@ -201,7 +201,7 @@ trio = ["trio (>=0.23)"] name = "appnope" version = "0.1.4" description = "Disable App Nap on macOS >= 10.9" -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"}, @@ -212,7 +212,7 @@ files = [ name = "asttokens" version = "2.4.1" description = "Annotate AST trees with source code positions" -optional = false +optional = true python-versions = "*" files = [ {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"}, @@ -460,7 +460,7 @@ files = [ name = "cffi" version = "1.16.0" description = "Foreign Function Interface for Python calling C code." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "cffi-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6b3d6606d369fc1da4fd8c357d026317fbb9c9b75d36dc16e90e84c26854b088"}, @@ -756,7 +756,7 @@ development = ["black", "flake8", "mypy", "pytest", "types-colorama"] name = "comm" version = "0.2.2" description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"}, @@ -871,7 +871,7 @@ vision = ["Pillow (>=6.2.1)"] name = "debugpy" version = "1.8.1" description = "An implementation of the Debug Adapter Protocol for Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "debugpy-1.8.1-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:3bda0f1e943d386cc7a0e71bfa59f4137909e2ed947fb3946c506e113000f741"}, @@ -902,7 +902,7 @@ files = [ name = "decorator" version = "5.1.1" description = "Decorators for Humans" -optional = false +optional = true python-versions = ">=3.5" files = [ {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"}, @@ -1001,7 +1001,7 @@ test = ["pytest (>=6)"] name = "executing" version = "2.0.1" description = "Get the currently executing AST node of a frame, and other information" -optional = false +optional = true python-versions = ">=3.5" files = [ {file = "executing-2.0.1-py2.py3-none-any.whl", hash = "sha256:eac49ca94516ccc753f9fb5ce82603156e590b27525a8bc32cce8ae302eb61bc"}, @@ -1373,25 +1373,6 @@ files = [ [package.dependencies] colorama = ">=0.4" -[[package]] -name = "groq" -version = "0.4.2" -description = "The official Python library for the groq API" -optional = false -python-versions = ">=3.7" -files = [ - {file = "groq-0.4.2-py3-none-any.whl", hash = "sha256:5b2b472c64d9f35210e0487db465415d47162da3a114031ecbfc8843d26302a5"}, - {file = "groq-0.4.2.tar.gz", hash = "sha256:42e8b0abd0f2b2da024b9a747d28960d62951a5364f078e1537c9fceeca8259d"}, -] - -[package.dependencies] -anyio = ">=3.5.0,<5" -distro = ">=1.7.0,<2" -httpx = ">=0.23.0,<1" -pydantic = ">=1.9.0,<3" -sniffio = "*" -typing-extensions = ">=4.7,<5" - [[package]] name = "grpcio" version = "1.62.1" @@ -1804,7 +1785,7 @@ files = [ name = "ipykernel" version = "6.29.3" description = "IPython Kernel for Jupyter" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "ipykernel-6.29.3-py3-none-any.whl", hash = "sha256:5aa086a4175b0229d4eca211e181fb473ea78ffd9869af36ba7694c947302a21"}, @@ -1837,7 +1818,7 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio name = "ipython" version = "8.18.1" description = "IPython: Productive Interactive Computing" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"}, @@ -1874,7 +1855,7 @@ test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pa name = "jedi" version = "0.19.1" description = "An autocompletion tool for Python that can be used for text editors." -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"}, @@ -1983,7 +1964,7 @@ testing = ["coverage", "ipykernel", "jupytext", "matplotlib", "nbdime", "nbforma name = "jupyter-client" version = "8.6.1" description = "Jupyter protocol implementation and client libraries" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "jupyter_client-8.6.1-py3-none-any.whl", hash = "sha256:3b7bd22f058434e3b9a7ea4b1500ed47de2713872288c0d511d19926f99b459f"}, @@ -2006,7 +1987,7 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt name = "jupyter-core" version = "5.7.2" description = "Jupyter core package. A base package on which Jupyter projects rely." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"}, @@ -2246,7 +2227,7 @@ urllib3 = "*" name = "matplotlib-inline" version = "0.1.6" description = "Inline Matplotlib backend for Jupyter" -optional = false +optional = true python-versions = ">=3.5" files = [ {file = "matplotlib-inline-0.1.6.tar.gz", hash = "sha256:f887e5f10ba98e8d2b150ddcf4702c1e5f8b3a20005eb0f74bfdbd360ee6f304"}, @@ -2740,7 +2721,7 @@ test = ["pep440", "pre-commit", "pytest", "testpath"] name = "nest-asyncio" version = "1.6.0" description = "Patch asyncio to allow nested event loops" -optional = false +optional = true python-versions = ">=3.5" files = [ {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"}, @@ -3294,7 +3275,7 @@ xml = ["lxml (>=4.9.2)"] name = "parso" version = "0.8.3" description = "A Python Parser" -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "parso-0.8.3-py2.py3-none-any.whl", hash = "sha256:c001d4636cd3aecdaf33cbb40aebb59b094be2a74c556778ef5576c175e19e75"}, @@ -3320,7 +3301,7 @@ files = [ name = "pexpect" version = "4.9.0" description = "Pexpect allows easy control of interactive console applications." -optional = false +optional = true python-versions = "*" files = [ {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"}, @@ -3431,7 +3412,7 @@ test = ["coverage", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint" name = "prompt-toolkit" version = "3.0.43" description = "Library for building powerful interactive command lines in Python" -optional = false +optional = true python-versions = ">=3.7.0" files = [ {file = "prompt_toolkit-3.0.43-py3-none-any.whl", hash = "sha256:a11a29cb3bf0a28a387fe5122cdb649816a957cd9261dcedf8c9f1fef33eacf6"}, @@ -3465,7 +3446,7 @@ files = [ name = "psutil" version = "5.9.8" description = "Cross-platform lib for process and system monitoring in Python." -optional = false +optional = true python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*" files = [ {file = "psutil-5.9.8-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:26bd09967ae00920df88e0352a91cff1a78f8d69b3ecabbfe733610c0af486c8"}, @@ -3493,7 +3474,7 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"] name = "ptyprocess" version = "0.7.0" description = "Run a subprocess in a pseudo terminal" -optional = false +optional = true python-versions = "*" files = [ {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"}, @@ -3551,7 +3532,7 @@ functions = ["apache-bookkeeper-client (>=4.16.1)", "grpcio (>=1.60.0)", "promet name = "pure-eval" version = "0.2.2" description = "Safely evaluate AST nodes without side effects" -optional = false +optional = true python-versions = "*" files = [ {file = "pure_eval-0.2.2-py3-none-any.whl", hash = "sha256:01eaab343580944bc56080ebe0a674b39ec44a945e6d09ba7db3cb8cec289350"}, @@ -3660,7 +3641,7 @@ pyasn1 = ">=0.4.6,<0.6.0" name = "pycparser" version = "2.21" description = "C parser in Python" -optional = false +optional = true python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"}, @@ -3948,7 +3929,7 @@ files = [ name = "pywin32" version = "306" description = "Python for Window Extensions" -optional = false +optional = true python-versions = "*" files = [ {file = "pywin32-306-cp310-cp310-win32.whl", hash = "sha256:06d3420a5155ba65f0b72f2699b5bacf3109f36acbe8923765c22938a69dfc8d"}, @@ -3992,7 +3973,6 @@ files = [ {file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"}, {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"}, {file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"}, - {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a08c6f0fe150303c1c6b71ebcd7213c2858041a7e01975da3a99aed1e7a378ef"}, {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"}, {file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"}, {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"}, @@ -4045,7 +4025,7 @@ pyyaml = "*" name = "pyzmq" version = "25.1.2" description = "Python bindings for 0MQ" -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "pyzmq-25.1.2-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:e624c789359f1a16f83f35e2c705d07663ff2b4d4479bad35621178d8f0f6ea4"}, @@ -5004,7 +4984,7 @@ sqlcipher = ["sqlcipher3_binary"] name = "stack-data" version = "0.6.3" description = "Extract data from python stack frames and tracebacks for informative displays" -optional = false +optional = true python-versions = "*" files = [ {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"}, @@ -5307,7 +5287,7 @@ optree = ["optree (>=0.9.1)"] name = "tornado" version = "6.4" description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed." -optional = false +optional = true python-versions = ">= 3.8" files = [ {file = "tornado-6.4-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:02ccefc7d8211e5a7f9e8bc3f9e5b0ad6262ba2fbb683a6443ecc804e5224ce0"}, @@ -5347,7 +5327,7 @@ telegram = ["requests"] name = "traitlets" version = "5.14.2" description = "Traitlets Python configuration system" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "traitlets-5.14.2-py3-none-any.whl", hash = "sha256:fcdf85684a772ddeba87db2f398ce00b40ff550d1528c03c14dbf6a02003cd80"}, @@ -5821,7 +5801,7 @@ anyio = ">=3.0.0" name = "wcwidth" version = "0.2.13" description = "Measures the displayed width of unicode strings in a terminal" -optional = false +optional = true python-versions = "*" files = [ {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"}, @@ -6285,4 +6265,4 @@ weaviate = ["weaviate-client"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "7bf6ec3493f5104576143582ed1c6bb676bd1c901b7b352a1f8c18990c64e639" +content-hash = "7bf6ec3493f5104576143582ed1c6bb676bd1c901b7b352a1f8c18990c64e639" \ No newline at end of file From 642cf4960bda81260f0073ae486e925b92df106b Mon Sep 17 00:00:00 2001 From: Somesh <42097653+someshfengde@users.noreply.github.com> Date: Tue, 26 Mar 2024 22:29:16 +0530 Subject: [PATCH 15/19] Update .gitignore --- .gitignore | 5 ----- 1 file changed, 5 deletions(-) diff --git a/.gitignore b/.gitignore index 3401287a6a..7d9919d9aa 100644 --- a/.gitignore +++ b/.gitignore @@ -46,8 +46,3 @@ finetuning_ckpts/ assertion.log *.log *.db -.venv -temp_req.py -trial.ipynb -dsp/modules/error.html -checkit.py From 3400fc3ccc267ee785c845c3ce27141cff08ed8a Mon Sep 17 00:00:00 2001 From: Somesh <42097653+someshfengde@users.noreply.github.com> Date: Tue, 26 Mar 2024 22:29:44 +0530 Subject: [PATCH 16/19] Update __init__.py --- dsp/modules/__init__.py | 1 - 1 file changed, 1 deletion(-) diff --git a/dsp/modules/__init__.py b/dsp/modules/__init__.py index db33ca29b0..b52d663cd5 100644 --- a/dsp/modules/__init__.py +++ b/dsp/modules/__init__.py @@ -9,7 +9,6 @@ from .google import * from .gpt3 import * from .groq_client import * -from .together_client import * from .hf import HFModel from .hf_client import Anyscale, HFClientTGI, Together from .mistral import * From 40c7359ff4a1a410468f6b9390948107c3b6e6c2 Mon Sep 17 00:00:00 2001 From: Somesh <42097653+someshfengde@users.noreply.github.com> Date: Tue, 26 Mar 2024 17:12:10 +0000 Subject: [PATCH 17/19] making the fix --- dsp/modules/hf_client.py | 51 ++++------ dsp/modules/together_client.py | 171 --------------------------------- dspy/__init__.py | 2 +- poetry.lock | 24 ++++- 4 files changed, 44 insertions(+), 204 deletions(-) delete mode 100644 dsp/modules/together_client.py diff --git a/dsp/modules/hf_client.py b/dsp/modules/hf_client.py index 0a722fbf07..1302bbef5a 100644 --- a/dsp/modules/hf_client.py +++ b/dsp/modules/hf_client.py @@ -216,11 +216,11 @@ def run_server(self, port, model_name=None, model_path=None, env_variable=None, docker_process.wait() class Together(HFModel): - def __init__(self, model, api_key , **kwargs): + def __init__(self, model, **kwargs): super().__init__(model=model, is_client=True) self.session = requests.Session() - self.api_base = "https://api.together.xyz/v1/" - self.token = api_key + self.api_base = os.getenv("TOGETHER_API_BASE") + self.token = os.getenv("TOGETHER_API_KEY") self.model = model self.use_inst_template = False @@ -246,9 +246,11 @@ def __init__(self, model, api_key , **kwargs): max_time=1000, on_backoff=backoff_hdlr, ) - def _generate(self, prompt, use_chat_api=True, **kwargs): + def _generate(self, prompt, use_chat_api=False, **kwargs): url = f"{self.api_base}" + kwargs = {**self.kwargs, **kwargs} + stop = kwargs.get("stop") temperature = kwargs.get("temperature") max_tokens = kwargs.get("max_tokens", 150) @@ -268,10 +270,10 @@ def _generate(self, prompt, use_chat_api=True, **kwargs): "messages": messages, "temperature": temperature, "max_tokens": max_tokens, - # "top_p": top_p, - # "top_k": top_k, - # "repetition_penalty": repetition_penalty, - # "stop": stop, + "top_p": top_p, + "top_k": top_k, + "repetition_penalty": repetition_penalty, + "stop": stop, } else: body = { @@ -279,37 +281,26 @@ def _generate(self, prompt, use_chat_api=True, **kwargs): "prompt": prompt, "temperature": temperature, "max_tokens": max_tokens, - # "top_p": top_p, - # "top_k": top_k, - # "repetition_penalty": repetition_penalty, - # "stop": stop, + "top_p": top_p, + "top_k": top_k, + "repetition_penalty": repetition_penalty, + "stop": stop, } - headers = { - "Authorization": f"Bearer {self.token}", - "Content-Type": "application/json" - } - - try: - # print(url, headers, body) - # resp = requests.post(url, headers = headers , json = body) - # print(resp.text) - # return resp.json() + headers = {"Authorization": f"Bearer {self.token}"} + try: with self.session.post(url, headers=headers, json=body) as resp: - print(resp) resp_json = resp.json() - print(resp_json) if use_chat_api: - completions = [resp_json.get('choices', [])[0].get('message', {}).get('content', "")] + completions = [resp_json['output'].get('choices', [])[0].get('message', {}).get('content', "")] else: - completions = [resp_json.get('choices', [])[0].get('content', "")] + completions = [resp_json['output'].get('choices', [])[0].get('text', "")] response = {"prompt": prompt, "choices": [{"text": c} for c in completions]} return response except Exception as e: - pass - # if resp_json: - # print(f"resp_json:{resp_json}") + if resp_json: + print(f"resp_json:{resp_json}") print(f"Failed to parse JSON response: {e}") raise Exception("Received invalid JSON response from server") @@ -442,4 +433,4 @@ def _generate(self, prompt, **kwargs): @CacheMemory.cache def send_hfsglang_request_v00(arg, **kwargs): - return requests.post(arg, **kwargs) + return requests.post(arg, **kwargs) \ No newline at end of file diff --git a/dsp/modules/together_client.py b/dsp/modules/together_client.py deleted file mode 100644 index 4dc29ad658..0000000000 --- a/dsp/modules/together_client.py +++ /dev/null @@ -1,171 +0,0 @@ -import logging -import os -import json -from typing import Any, Literal, Optional, Required -import backoff -import together -import functools -import openai - - - -import dsp -from dsp.modules.cache_utils import CacheMemory, NotebookCacheMemory, cache_turn_on -from dsp.modules.lm import LM - - -# Configure logging -logging.basicConfig( - level=logging.INFO, - format="%(message)s", - handlers=[logging.FileHandler("together_usage.log")], -) - -def backoff_hdlr(details): - """Handler from https://pypi.org/project/backoff/""" - print( - "Backing off {wait:0.1f} seconds after {tries} tries " - "calling function {target} with kwargs " - "{kwargs}".format(**details), - ) - - -class TogetherLM(LM): - """Wrapper around groq's API. - - Args: - model (str, optional): groq supported LLM model to use. Defaults to "mixtral-8x7b-32768". - api_key (Optional[str], optional): API provider Authentication token. use Defaults to None. - **kwargs: Additional arguments to pass to the API provider. - """ - - def __init__( - self, - api_key: str, - model: str = "mistralai/Mistral-7B-Instruct-v0.1", - **kwargs, - ): - super().__init__(model) - self.provider = "together" - if api_key: - self.client = openai.OpenAI( - api_key=api_key, - base_url="https://api.together.xyz/v1", - ) - - else: - raise ValueError("api_key is required for groq") - - - self.kwargs = { - "temperature": 0.0, - "max_tokens": 150, - "top_p": 1, - "frequency_penalty": 0, - "presence_penalty": 0, - "n": 1, - **kwargs, - } - # models = self.client.models.list().data - # if models is not None: - # if model in [m.id for m in models]: - self.kwargs["model"] = model - self.history: list[dict[str, Any]] = [] - - - def log_usage(self, response): - """Log the total tokens from the Groq API response.""" - usage_data = response.get("usage") - if usage_data: - total_tokens = usage_data.get("total_tokens") - logging.info(f"{total_tokens}") - - def basic_request(self, prompt: str, **kwargs): - raw_kwargs = kwargs - - kwargs = {**self.kwargs, **kwargs} - - kwargs["messages"] = [{"role": "user", "content": prompt}] - response = self.chat_request(**kwargs) - - history = { - "prompt": prompt, - "response": response.choices[0].message.content, - "kwargs": kwargs, - "raw_kwargs": raw_kwargs, - } - - self.history.append(history) - - return response - - @backoff.on_exception( - backoff.expo, - openai.RateLimitError, - max_time=1000, - on_backoff=backoff_hdlr, - ) - def request(self, prompt: str, **kwargs): - """Handles retreival of model completions whilst handling rate limiting and caching.""" - if "model_type" in kwargs: - del kwargs["model_type"] - - return self.basic_request(prompt, **kwargs) - - def _get_choice_text(self, choice) -> str: - return choice.message.content - - def chat_request(self, **kwargs): - """Handles retreival of model completions whilst handling rate limiting and caching.""" - response = self.client.chat.completions.create(**kwargs) - return response - - def __call__( - self, - prompt: str, - only_completed: bool = True, - return_sorted: bool = False, - **kwargs, - ) -> list[dict[str, Any]]: - """Retrieves completions from model. - - Args: - prompt (str): prompt to send to model - only_completed (bool, optional): return only completed responses and ignores completion due to length. Defaults to True. - return_sorted (bool, optional): sort the completion choices using the returned probabilities. Defaults to False. - - Returns: - list[dict[str, Any]]: list of completion choices - """ - - assert only_completed, "for now" - assert return_sorted is False, "for now" - response = self.request(prompt, **kwargs) - - if dsp.settings.log_openai_usage: - self.log_usage(response) - - choices = response.choices - - completions = [self._get_choice_text(c) for c in choices] - if return_sorted and kwargs.get("n", 1) > 1: - scored_completions = [] - - for c in choices: - tokens, logprobs = ( - c["logprobs"]["tokens"], - c["logprobs"]["token_logprobs"], - ) - - if "<|endoftext|>" in tokens: - index = tokens.index("<|endoftext|>") + 1 - tokens, logprobs = tokens[:index], logprobs[:index] - - avglog = sum(logprobs) / len(logprobs) - scored_completions.append((avglog, self._get_choice_text(c))) - - scored_completions = sorted(scored_completions, reverse=True) - completions = [c for _, c in scored_completions] - - return completions - diff --git a/dspy/__init__.py b/dspy/__init__.py index 6a5fdf7256..75d2332815 100644 --- a/dspy/__init__.py +++ b/dspy/__init__.py @@ -27,7 +27,7 @@ HFClientVLLM = HFClientVLLM Anyscale = dsp.Anyscale -Together = dsp.TogetherLM +Together = dsp.Together HFModel = dsp.HFModel OllamaLocal = dsp.OllamaLocal Bedrock = dsp.Bedrock diff --git a/poetry.lock b/poetry.lock index 052187a968..288770d7f9 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. [[package]] name = "aiohttp" @@ -1373,6 +1373,25 @@ files = [ [package.dependencies] colorama = ">=0.4" +[[package]] +name = "groq" +version = "0.4.2" +description = "The official Python library for the groq API" +optional = true +python-versions = ">=3.7" +files = [ + {file = "groq-0.4.2-py3-none-any.whl", hash = "sha256:5b2b472c64d9f35210e0487db465415d47162da3a114031ecbfc8843d26302a5"}, + {file = "groq-0.4.2.tar.gz", hash = "sha256:42e8b0abd0f2b2da024b9a747d28960d62951a5364f078e1537c9fceeca8259d"}, +] + +[package.dependencies] +anyio = ">=3.5.0,<5" +distro = ">=1.7.0,<2" +httpx = ">=0.23.0,<1" +pydantic = ">=1.9.0,<3" +sniffio = "*" +typing-extensions = ">=4.7,<5" + [[package]] name = "grpcio" version = "1.62.1" @@ -3973,6 +3992,7 @@ files = [ {file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"}, {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"}, {file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"}, + {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a08c6f0fe150303c1c6b71ebcd7213c2858041a7e01975da3a99aed1e7a378ef"}, {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"}, {file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"}, {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"}, @@ -6265,4 +6285,4 @@ weaviate = ["weaviate-client"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "7bf6ec3493f5104576143582ed1c6bb676bd1c901b7b352a1f8c18990c64e639" \ No newline at end of file +content-hash = "fd456249b1ce295ffb92ba44e89a8a39c1dbabe34d627038149b23dafe16c21a" From c00917e781449d85f0e4b8b228a70c7dc365c520 Mon Sep 17 00:00:00 2001 From: Somesh <42097653+someshfengde@users.noreply.github.com> Date: Sun, 31 Mar 2024 00:04:57 +0530 Subject: [PATCH 18/19] Update poetry.lock --- poetry.lock | 113 ++++++++++++++++++++++++++++++++++++++++++---------- 1 file changed, 91 insertions(+), 22 deletions(-) diff --git a/poetry.lock b/poetry.lock index 07b19def84..4101cd486c 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" @@ -520,6 +520,17 @@ files = [ [package.dependencies] pycparser = "*" +[[package]] +name = "cfgv" +version = "3.4.0" +description = "Validate configuration and produce human readable error messages." +optional = false +python-versions = ">=3.8" +files = [ + {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"}, + {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"}, +] + [[package]] name = "charset-normalizer" version = "3.3.2" @@ -941,6 +952,17 @@ files = [ graph = ["objgraph (>=1.7.2)"] profile = ["gprof2dot (>=2022.7.29)"] +[[package]] +name = "distlib" +version = "0.3.8" +description = "Distribution utilities" +optional = false +python-versions = "*" +files = [ + {file = "distlib-0.3.8-py2.py3-none-any.whl", hash = "sha256:034db59a0b96f8ca18035f36290806a9a6e6bd9d1ff91e45a7f172eb17e51784"}, + {file = "distlib-0.3.8.tar.gz", hash = "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"}, +] + [[package]] name = "distro" version = "1.9.0" @@ -1373,25 +1395,6 @@ files = [ [package.dependencies] colorama = ">=0.4" -[[package]] -name = "groq" -version = "0.4.2" -description = "The official Python library for the groq API" -optional = true -python-versions = ">=3.7" -files = [ - {file = "groq-0.4.2-py3-none-any.whl", hash = "sha256:5b2b472c64d9f35210e0487db465415d47162da3a114031ecbfc8843d26302a5"}, - {file = "groq-0.4.2.tar.gz", hash = "sha256:42e8b0abd0f2b2da024b9a747d28960d62951a5364f078e1537c9fceeca8259d"}, -] - -[package.dependencies] -anyio = ">=3.5.0,<5" -distro = ">=1.7.0,<2" -httpx = ">=0.23.0,<1" -pydantic = ">=1.9.0,<3" -sniffio = "*" -typing-extensions = ">=4.7,<5" - [[package]] name = "grpcio" version = "1.62.1" @@ -1730,6 +1733,20 @@ files = [ {file = "hyperframe-6.0.1.tar.gz", hash = "sha256:ae510046231dc8e9ecb1a6586f63d2347bf4c8905914aa84ba585ae85f28a914"}, ] +[[package]] +name = "identify" +version = "2.5.35" +description = "File identification library for Python" +optional = false +python-versions = ">=3.8" +files = [ + {file = "identify-2.5.35-py2.py3-none-any.whl", hash = "sha256:c4de0081837b211594f8e877a6b4fad7ca32bbfc1a9307fdd61c28bfe923f13e"}, + {file = "identify-2.5.35.tar.gz", hash = "sha256:10a7ca245cfcd756a554a7288159f72ff105ad233c7c4b9c6f0f4d108f5f6791"}, +] + +[package.extras] +license = ["ukkonen"] + [[package]] name = "idna" version = "3.6" @@ -2765,6 +2782,20 @@ doc = ["nb2plots (>=0.7)", "nbconvert (<7.9)", "numpydoc (>=1.6)", "pillow (>=9. extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.11)", "sympy (>=1.10)"] test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"] +[[package]] +name = "nodeenv" +version = "1.8.0" +description = "Node.js virtual environment builder" +optional = false +python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*" +files = [ + {file = "nodeenv-1.8.0-py2.py3-none-any.whl", hash = "sha256:df865724bb3c3adc86b3876fa209771517b0cfe596beff01a92700e0e8be4cec"}, + {file = "nodeenv-1.8.0.tar.gz", hash = "sha256:d51e0c37e64fbf47d017feac3145cdbb58836d7eee8c6f6d3b6880c5456227d2"}, +] + +[package.dependencies] +setuptools = "*" + [[package]] name = "numpy" version = "1.26.4" @@ -3440,6 +3471,24 @@ dev = ["black", "flake8", "flake8-print", "isort", "pre-commit"] sentry = ["django", "sentry-sdk"] test = ["coverage", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint", "pytest", "pytest-timeout"] +[[package]] +name = "pre-commit" +version = "3.7.0" +description = "A framework for managing and maintaining multi-language pre-commit hooks." +optional = false +python-versions = ">=3.9" +files = [ + {file = "pre_commit-3.7.0-py2.py3-none-any.whl", hash = "sha256:5eae9e10c2b5ac51577c3452ec0a490455c45a0533f7960f993a0d01e59decab"}, + {file = "pre_commit-3.7.0.tar.gz", hash = "sha256:e209d61b8acdcf742404408531f0c37d49d2c734fd7cff2d6076083d191cb060"}, +] + +[package.dependencies] +cfgv = ">=2.0.0" +identify = ">=1.0.0" +nodeenv = ">=0.11.1" +pyyaml = ">=5.1" +virtualenv = ">=20.10.0" + [[package]] name = "prompt-toolkit" version = "3.0.43" @@ -4662,7 +4711,7 @@ torch = ["safetensors[numpy]", "torch (>=1.10)"] name = "setuptools" version = "69.2.0" description = "Easily download, build, install, upgrade, and uninstall Python packages" -optional = true +optional = false python-versions = ">=3.8" files = [ {file = "setuptools-69.2.0-py3-none-any.whl", hash = "sha256:c21c49fb1042386df081cb5d86759792ab89efca84cf114889191cd09aacc80c"}, @@ -5724,6 +5773,26 @@ files = [ [package.extras] test = ["coverage", "flake8 (>=3.7)", "mypy", "pretend", "pytest"] +[[package]] +name = "virtualenv" +version = "20.25.1" +description = "Virtual Python Environment builder" +optional = false +python-versions = ">=3.7" +files = [ + {file = "virtualenv-20.25.1-py3-none-any.whl", hash = "sha256:961c026ac520bac5f69acb8ea063e8a4f071bcc9457b9c1f28f6b085c511583a"}, + {file = "virtualenv-20.25.1.tar.gz", hash = "sha256:e08e13ecdca7a0bd53798f356d5831434afa5b07b93f0abdf0797b7a06ffe197"}, +] + +[package.dependencies] +distlib = ">=0.3.7,<1" +filelock = ">=3.12.2,<4" +platformdirs = ">=3.9.1,<5" + +[package.extras] +docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"] +test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"] + [[package]] name = "watchdog" version = "4.0.0" @@ -6321,4 +6390,4 @@ weaviate = ["weaviate-client"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "fd456249b1ce295ffb92ba44e89a8a39c1dbabe34d627038149b23dafe16c21a" +content-hash = "8ebefcbe706bfffbdc30518bc8c6cada8214d126dc625824b481113b109b4ec1" From 3bfc8f9f83dddd26041a0400265096748dd720e7 Mon Sep 17 00:00:00 2001 From: Somesh <42097653+someshfengde@users.noreply.github.com> Date: Wed, 3 Apr 2024 13:21:15 +0530 Subject: [PATCH 19/19] poetry fix --- poetry.lock | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/poetry.lock b/poetry.lock index 4101cd486c..fe3448b93c 100644 --- a/poetry.lock +++ b/poetry.lock @@ -6390,4 +6390,4 @@ weaviate = ["weaviate-client"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "8ebefcbe706bfffbdc30518bc8c6cada8214d126dc625824b481113b109b4ec1" +content-hash = "8ebefcbe706bfffbdc30518bc8c6cada8214d126dc625824b481113b109b4ec1" \ No newline at end of file