diff --git a/backend/Makefile b/backend/Makefile
index 42c57654661c2297e557d1511556aa171cc0bdeb..b18f500c138d36d3b0579a0c8577ac1f145836bd 100644
--- a/backend/Makefile
+++ b/backend/Makefile
@@ -1,7 +1,7 @@
run:
echo "Running in local mode."
- docker compose create db localstack
- docker compose start db localstack
+ docker compose create db localstack phoenix
+ docker compose start db localstack phoenix
poetry run start
run_docker:
diff --git a/backend/README.md b/backend/README.md
index aa3977c92f6a8e147c99b68b24eb2b2027694d48..4a063c0f54b928cf0c12c223aa455d86043186c2 100644
--- a/backend/README.md
+++ b/backend/README.md
@@ -31,6 +31,11 @@ For any issues in setting up the above or during the rest of your development, y
- [Open & already closed Github Issues](https://github.com/run-llama/sec-insights/issues?q=is%3Aissue+is%3Aclosed)
- The [#sec-insights discord channel](https://discord.com/channels/1059199217496772688/1150942525968879636)
+## LLM Observability
+
+This project will automatically spin up a local version of [Arize Phoenix](https://phoenix.arize.com/) for you and send traces to it as you're using the chat interface.
+Arize Phoenix is a open source LLM observability & evaluation tool. LlamaIndex's event instrumentation system is deeply integrated with Arize Phoenix to make it easier for you to debug your LLM application during development. Simply open the Arize Phoenix Dashboard at [`http://localhost:6006/`](http://localhost:6006/) when running SEC Insights locally to see the traced calls to LLMs, Embedding Models, Vector DBs, and more.
+
## Scripts
The `scripts/` folder contains several scripts that are useful for both operations and development.
diff --git a/backend/app/main.py b/backend/app/main.py
index 17cb9fc8d7fdcce11dbc0f422efd1b4361338073..d19342919a3c8d346e23146c60b64a3c54807d57 100644
--- a/backend/app/main.py
+++ b/backend/app/main.py
@@ -11,6 +11,7 @@ from alembic import script
from alembic.runtime import migration
from sqlalchemy.engine import create_engine, Engine
from llama_index.core.node_parser.text.utils import split_by_sentence_tokenizer
+import llama_index.core
from app.api.api import api_router
from app.db.wait_for_db import check_database_connection
@@ -89,6 +90,10 @@ async def lifespan(app: FastAPI):
except FileExistsError:
# Sometimes seen in deployments, should be benign.
logger.info("Tried to re-download NLTK files but already exists.")
+
+ if not settings.RENDER:
+ llama_index.core.set_global_handler("arize_phoenix")
+
yield
# This section is run on app shutdown
await vector_store.close()
diff --git a/backend/docker-compose.yml b/backend/docker-compose.yml
index c0ce2ce0068b9affbdc86b2705feb046dd7b0416..6ce93e35488a6635272ba4129e452632855479f6 100644
--- a/backend/docker-compose.yml
+++ b/backend/docker-compose.yml
@@ -11,6 +11,7 @@ services:
- "127.0.0.1:8000:8000"
depends_on:
- db
+ - phoenix
env_file:
- .env
- .env.docker
@@ -41,5 +42,14 @@ services:
- "${LOCALSTACK_VOLUME_DIR:-./volume}:/var/lib/localstack"
- "/var/run/docker.sock:/var/run/docker.sock"
+ # useful for local workflow debugging
+ # taken from here: https://docs.arize.com/phoenix/deployment/docker#postgresql
+ phoenix:
+ image: arizephoenix/phoenix:latest # Must be greater than 4.0 version to work
+ ports:
+ - 6006:6006 # PHOENIX_PORT
+ - 4317:4317 # PHOENIX_GRPC_PORT
+ - 9090:9090 # [Optional] PROMETHEUS PORT IF ENABLED
+
volumes:
postgres_data:
diff --git a/backend/poetry.lock b/backend/poetry.lock
index 5e4e586651ddc3764e052510f8095fbd7f674052..e4962ad4ab16449f3d5831306753a5caba71035c 100644
--- a/backend/poetry.lock
+++ b/backend/poetry.lock
@@ -206,6 +206,118 @@ doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-
test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
trio = ["trio (<0.22)"]
+[[package]]
+name = "arize-phoenix"
+version = "8.12.1"
+description = "AI Observability and Evaluation"
+optional = false
+python-versions = "<3.14,>=3.9"
+files = [
+ {file = "arize_phoenix-8.12.1-py3-none-any.whl", hash = "sha256:4f40a97ab12594de6f3665969050e84d50313281f5f35360cec4854ab44ea405"},
+ {file = "arize_phoenix-8.12.1.tar.gz", hash = "sha256:5debb068ac145c3847260b6a24596d7633deb7c8f68b9e40bb896bed25d6a951"},
+]
+
+[package.dependencies]
+aioitertools = "*"
+aiosqlite = "*"
+alembic = ">=1.3.0,<2"
+arize-phoenix-client = "*"
+arize-phoenix-evals = ">=0.13.1"
+arize-phoenix-otel = ">=0.5.1"
+authlib = "*"
+cachetools = "*"
+fastapi = "*"
+grpc-interceptor = "*"
+grpcio = "*"
+httpx = "*"
+jinja2 = "*"
+numpy = "!=2.0.0"
+openinference-instrumentation = ">=0.1.12"
+openinference-semantic-conventions = ">=0.1.12"
+opentelemetry-exporter-otlp = "*"
+opentelemetry-proto = ">=1.12.0"
+opentelemetry-sdk = "*"
+opentelemetry-semantic-conventions = "*"
+pandas = ">=1.0"
+protobuf = ">=3.20.2,<6.0"
+psutil = "*"
+pyarrow = "*"
+pydantic = ">=2.1.0"
+python-multipart = "*"
+scikit-learn = "*"
+scipy = "*"
+sqlalchemy = {version = ">=2.0.4,<3", extras = ["asyncio"]}
+sqlean-py = ">=3.45.1"
+starlette = "*"
+strawberry-graphql = ">=0.262.0"
+tqdm = "*"
+typing-extensions = ">=4.6"
+uvicorn = "*"
+websockets = "*"
+wrapt = ">=1.17.2"
+
+[package.extras]
+container = ["anthropic (>=0.49.0)", "fast-hdbscan (>=0.2.0)", "google-generativeai", "numba (>=0.60.0)", "openai (>=1.0.0)", "opentelemetry-exporter-otlp", "opentelemetry-instrumentation-fastapi", "opentelemetry-instrumentation-grpc", "opentelemetry-instrumentation-sqlalchemy", "opentelemetry-proto (>=1.12.0)", "opentelemetry-sdk", "opentelemetry-semantic-conventions", "prometheus-client", "py-grpc-prometheus", "strawberry-graphql[opentelemetry] (==0.262.0)", "umap-learn", "uvloop"]
+dev = ["anthropic (>=0.49.0)", "arize[autoembeddings,llm-evaluation]", "asgi-lifespan", "asyncpg", "faker (>=30.1.0)", "gcsfs", "google-cloud-aiplatform (>=1.3)", "grpc-interceptor[testing]", "hatch", "jupyter", "langchain (>=0.0.334)", "litellm (>=1.0.3,<1.57.5)", "llama-index (>=0.10.3)", "mypy (==1.12.1)", "nbqa", "pandas (>=1.0)", "pandas-stubs (==2.2.2.240603)", "portpicker", "pre-commit", "prometheus-client", "psycopg[binary,pool]", "pytest (==8.3.3)", "pytest-asyncio", "pytest-cov", "pytest-postgresql", "pytest-xdist", "ruff (==0.6.9)", "strawberry-graphql[debug-server,opentelemetry] (==0.262.0)", "tabulate", "tox (==4.18.1)", "tox-uv (==1.11.3)", "types-jsonschema", "types-tabulate", "uv (==0.4.8)", "uvloop"]
+embeddings = ["fast-hdbscan (>=0.2.0)", "numba (>=0.60.0)", "umap-learn"]
+llama-index = ["llama-index (==0.11.0)", "llama-index-agent-openai (>=0.2.7)", "llama-index-embeddings-openai (>=0.1.10)", "llama-index-llms-openai (>=0.1.24)", "llama-index-readers-file (>=0.1.25)"]
+pg = ["asyncpg", "psycopg[binary,pool]"]
+
+[[package]]
+name = "arize-phoenix-client"
+version = "1.1.0"
+description = "LLM Observability"
+optional = false
+python-versions = "<3.14,>=3.9"
+files = [
+ {file = "arize_phoenix_client-1.1.0-py3-none-any.whl", hash = "sha256:60f2081ed48e364eff80117aaa48f5ceb56d1f0a77d266e3b771f55d951fc28d"},
+ {file = "arize_phoenix_client-1.1.0.tar.gz", hash = "sha256:c1d158a6080178f9c1c4b5019a0781a2cc2d7c86b80170ebafe990a9c43555d4"},
+]
+
+[package.dependencies]
+httpx = "*"
+typing-extensions = "*"
+
+[[package]]
+name = "arize-phoenix-evals"
+version = "0.20.3"
+description = "LLM Evaluations"
+optional = false
+python-versions = "<3.14,>=3.8"
+files = [
+ {file = "arize_phoenix_evals-0.20.3-py3-none-any.whl", hash = "sha256:5b2afdc48fa6e53aaecbf215a42cd4cb293cfda08a0bd45a14e36c94e0737056"},
+ {file = "arize_phoenix_evals-0.20.3.tar.gz", hash = "sha256:32ba364fda62a0dd0bb4e4f1bbeab9a62d2b111f5e0c229a6449a49445892a3c"},
+]
+
+[package.dependencies]
+pandas = "*"
+tqdm = "*"
+typing-extensions = ">=4.5,<5"
+
+[package.extras]
+dev = ["anthropic (>0.18.0)", "boto3", "litellm (>=1.28.9)", "mistralai (>=1.0.0)", "openai (>=1.0.0)", "vertexai"]
+test = ["anthropic (>=0.18.0)", "boto3", "lameenc", "litellm (>=1.28.9)", "mistralai (>=1.0.0)", "nest-asyncio", "openai (>=1.0.0)", "openinference-semantic-conventions", "pandas", "pandas-stubs (<=2.0.2.230605)", "respx", "tqdm", "types-tqdm", "typing-extensions (>=4.5,<5)", "vertexai"]
+
+[[package]]
+name = "arize-phoenix-otel"
+version = "0.8.0"
+description = "LLM Observability"
+optional = false
+python-versions = "<3.14,>=3.8"
+files = [
+ {file = "arize_phoenix_otel-0.8.0-py3-none-any.whl", hash = "sha256:988419587f19f51b420b1b3b80841145096e3428c1ec5c9fa7e1f2e9bef5f158"},
+ {file = "arize_phoenix_otel-0.8.0.tar.gz", hash = "sha256:fb3213a1dcb038fe835517b597c49f164f6b3f758b73fe697d957b12b0a4556a"},
+]
+
+[package.dependencies]
+openinference-instrumentation = ">=0.1.21"
+openinference-semantic-conventions = ">=0.1.9"
+opentelemetry-exporter-otlp = "*"
+opentelemetry-proto = ">=1.12.0"
+opentelemetry-sdk = "*"
+opentelemetry-semantic-conventions = "*"
+typing-extensions = ">=4.5,<5"
+
[[package]]
name = "astroid"
version = "2.15.6"
@@ -307,6 +419,20 @@ docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-
tests = ["attrs[tests-no-zope]", "zope-interface"]
tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+[[package]]
+name = "authlib"
+version = "1.5.1"
+description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
+optional = false
+python-versions = ">=3.9"
+files = [
+ {file = "authlib-1.5.1-py2.py3-none-any.whl", hash = "sha256:8408861cbd9b4ea2ff759b00b6f02fd7d81ac5a56d0b2b22c08606c6049aae11"},
+ {file = "authlib-1.5.1.tar.gz", hash = "sha256:5cbc85ecb0667312c1cdc2f9095680bb735883b123fb509fde1e65b1c5df972e"},
+]
+
+[package.dependencies]
+cryptography = "*"
+
[[package]]
name = "awscli-local"
version = "0.20"
@@ -405,6 +531,85 @@ files = [
{file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
]
+[[package]]
+name = "cffi"
+version = "1.17.1"
+description = "Foreign Function Interface for Python calling C code."
+optional = false
+python-versions = ">=3.8"
+files = [
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ssh = ["paramiko"]
tqdm = ["tqdm"]
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test = ["objgraph", "psutil"]
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+ {file = "wrapt-1.17.2-cp39-cp39-win32.whl", hash = "sha256:f393cda562f79828f38a819f4788641ac7c4085f30f1ce1a68672baa686482bb"},
+ {file = "wrapt-1.17.2-cp39-cp39-win_amd64.whl", hash = "sha256:36ccae62f64235cf8ddb682073a60519426fdd4725524ae38874adf72b5f2aeb"},
+ {file = "wrapt-1.17.2-py3-none-any.whl", hash = "sha256:b18f2d1533a71f069c7f82d524a52599053d4c7166e9dd374ae2136b7f40f7c8"},
+ {file = "wrapt-1.17.2.tar.gz", hash = "sha256:41388e9d4d1522446fe79d3213196bd9e3b301a336965b9e27ca2788ebd122f3"},
]
[[package]]
@@ -3115,7 +4065,26 @@ files = [
idna = ">=2.0"
multidict = ">=4.0"
+[[package]]
+name = "zipp"
+version = "3.21.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.9"
+files = [
+ {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+ {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
[metadata]
lock-version = "2.0"
python-versions = "^3.11,<3.12"
-content-hash = "8f544fbdb331754ce05c35963ab55357475148d44672d5860d306ac410cdf70b"
+content-hash = "8196f22bf95c248e69f0d6f94d66dac18d8bcee8c947e5f335e8feae033188b1"
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index f7293bd7c326ff7a4ca361ebe6da6f5c8b0a6d30..27956fdef6fb9eb3ea452e42f1a32752a8567a55 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -51,6 +51,8 @@ fire = "^0.5.0"
sec-edgar-downloader = "~5.0"
pytickersymbols = "^1.13.0"
awscli-local = "^0.20"
+llama-index-callbacks-arize-phoenix = "^0.4.0"
+arize-phoenix = "^8.12.1"
[tool.poetry.scripts]
start = "app.main:start"