From 161ad14ba8af63b6bab2601935f5256efb77fc3c Mon Sep 17 00:00:00 2001 From: Arjun Attam Date: Mon, 29 Apr 2024 21:02:27 +0530 Subject: [PATCH] feat: example with cohere and llamacloud --- examples/cohere-llamaparse/README.md | 15 ++ examples/cohere-llamaparse/cohere-async.py | 34 +++ examples/cohere-llamaparse/cohere.py | 31 +++ examples/cohere-llamaparse/empiricalrc.json | 23 ++ examples/cohere-llamaparse/poetry.lock | 252 ++++++++++++++++++++ examples/cohere-llamaparse/pyproject.toml | 16 ++ 6 files changed, 371 insertions(+) create mode 100644 examples/cohere-llamaparse/README.md create mode 100644 examples/cohere-llamaparse/cohere-async.py create mode 100644 examples/cohere-llamaparse/cohere.py create mode 100644 examples/cohere-llamaparse/empiricalrc.json create mode 100644 examples/cohere-llamaparse/poetry.lock create mode 100644 examples/cohere-llamaparse/pyproject.toml diff --git a/examples/cohere-llamaparse/README.md b/examples/cohere-llamaparse/README.md new file mode 100644 index 00000000..2dcd9390 --- /dev/null +++ b/examples/cohere-llamaparse/README.md @@ -0,0 +1,15 @@ +# cohere-llamaparse + +This examples tests a document parsed by [LlamaCloud](https://cloud.llamaindex.ai/login) and Cohere's Command R+ model with document searching. + +## Usage + +``` +poetry install +``` + +Run the Empirical while defining the env variables `LLAMA_CLOUD_API_KEY` and `CO_API_KEY`. + +``` +LLAMA_CLOUD_API_KEY=foo CO_API_KEY=bar npx @empiricalrun/cli run --python-path `poetry env info -e` +``` diff --git a/examples/cohere-llamaparse/cohere-async.py b/examples/cohere-llamaparse/cohere-async.py new file mode 100644 index 00000000..cedd5204 --- /dev/null +++ b/examples/cohere-llamaparse/cohere-async.py @@ -0,0 +1,34 @@ +import httpx +import os + + +async def execute(inputs, parameters): + client = httpx.AsyncClient() + response = await client.get( + 'https://api.cloud.llamaindex.ai/api/parsing/job/4763f2d1-5fe5-434e-abb7-b18b3e8d2577/result/markdown', + headers={ + 'accept': 'application/json', + 'Authorization': f'Bearer {os.environ.get("LLAMA_CLOUD_API_KEY", "")}' + } + ) + parsed_response = response.json() + doc_content = parsed_response['markdown'] + response = await client.post( + 'https://api.cohere.ai/v1/chat', + timeout=30.0, # default 10 is not working + headers={ + 'accept': 'application/json', + 'Content-Type': 'application/json', + 'Authorization': f'Bearer {os.environ.get("CO_API_KEY", "")}' + }, + json={ + "preamble": "You are a helpful assistant for a gaming payments company that connects merchants (gaming apps) with their users. Users pay on the gaming apps, and this company processes their payments\n\nUsers need help regarding their transactions and have questions that they will ask you. You need to represent this company and their merchant, and talk to the user in a helpful and polite tone.\n\nUse the documents that you have to find answers, instead of jumping to answer the question yourself.", + "message": inputs["question"], + "documents": [{"title": "Client Operations.pdf", "text": doc_content}], + } + ) + result = response.json() + await client.aclose() + return { + "value": result["text"] + } diff --git a/examples/cohere-llamaparse/cohere.py b/examples/cohere-llamaparse/cohere.py new file mode 100644 index 00000000..0f73e795 --- /dev/null +++ b/examples/cohere-llamaparse/cohere.py @@ -0,0 +1,31 @@ +import requests +import os + + +def execute(inputs, parameters): + response = requests.get( + 'https://api.cloud.llamaindex.ai/api/parsing/job/4763f2d1-5fe5-434e-abb7-b18b3e8d2577/result/markdown', + headers={ + 'accept': 'application/json', + 'Authorization': f'Bearer {os.environ.get("LLAMA_CLOUD_API_KEY", "")}' + } + ) + parsed_response = response.json() + doc_content = parsed_response['markdown'] + response = requests.post( + 'https://api.cohere.ai/v1/chat', + headers={ + 'accept': 'application/json', + 'Content-Type': 'application/json', + 'Authorization': f'Bearer {os.environ.get("CO_API_KEY", "")}' + }, + json={ + "preamble": "You are a helpful assistant for a gaming payments company that connects merchants (gaming apps) with their users. Users pay on the gaming apps, and this company processes their payments\n\nUsers need help regarding their transactions and have questions that they will ask you. You need to represent this company and their merchant, and talk to the user in a helpful and polite tone.\n\nUse the documents that you have to find answers, instead of jumping to answer the question yourself.", + "message": inputs["question"], + "documents": [{"title": "Client Operations.pdf", "text": doc_content}], + } + ) + result = response.json() + return { + "value": result["text"] + } diff --git a/examples/cohere-llamaparse/empiricalrc.json b/examples/cohere-llamaparse/empiricalrc.json new file mode 100644 index 00000000..eba87d7c --- /dev/null +++ b/examples/cohere-llamaparse/empiricalrc.json @@ -0,0 +1,23 @@ +{ + "$schema": "https://assets.empirical.run/config/schema/latest.json", + "runs": [ + { + "type": "py-script", + "path": "cohere.py" + }, + { + "type": "py-script", + "path": "cohere-async.py" + } + ], + "dataset": { + "path": "https://docs.google.com/spreadsheets/d/1U8fBQ9TxtR5pUS0Bg0n1xcU_6EXkhGUOj1CS-TAAHmU/edit#gid=0" + }, + "scorers": [ + { + "type": "llm-critic", + "criteria": "{{ success criteria }}", + "name": "success-criteria" + } + ] +} \ No newline at end of file diff --git a/examples/cohere-llamaparse/poetry.lock b/examples/cohere-llamaparse/poetry.lock new file mode 100644 index 00000000..1e86dc34 --- /dev/null +++ b/examples/cohere-llamaparse/poetry.lock @@ -0,0 +1,252 @@ +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. + +[[package]] +name = "anyio" +version = "4.3.0" +description = "High level compatibility layer for multiple asynchronous event loop implementations" +optional = false +python-versions = ">=3.8" +files = [ + {file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"}, + {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"}, +] + +[package.dependencies] +idna = ">=2.8" +sniffio = ">=1.1" + +[package.extras] +doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"] +test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"] +trio = ["trio (>=0.23)"] + +[[package]] +name = "certifi" +version = "2024.2.2" +description = "Python package for providing Mozilla's CA Bundle." +optional = false +python-versions = ">=3.6" +files = [ + {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"}, + {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"}, +] + +[[package]] +name = "charset-normalizer" +version = "3.3.2" +description = "The Real First Universal Charset Detector. 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