Implement vector search

.gitignore

@@ -0,0 +1,2 @@
+secrets/
+__pycache__/

app.py

@@ -1,32 +1,22 @@
-import logging
-
 import streamlit as st
 import streamlit.components.v1 as components
 
-from haystack_utils import get_pipe, ask_pipe
-from rss import get_matadata
-
-logging.basicConfig(
-    format="%(levelname)s - %(name)s -  %(message)s", level=logging.WARNING
-)
-logging.getLogger("haystack").setLevel(logging.INFO)
-
-pipe = get_pipe()
-
-METADATA_MAP = get_matadata()
+import pinecone_utils
 
 ANSWER_TEMPLATE = """
     <style>
     .flex-container {{display: flex;}}
-    #info-card {{padding-left: 5px;}}
+    #info-card {{padding-left: 5px; overflow-y: auto; max-height: 200px;}}
     </style>
     <div class="flex-container">
     <div id="img-card">
-    <img src="{imgurl}" width="200px" height="200px">
+    <img src="https://assets.samharris.org/images/rss/making-sense-logo.png" width="200px" height="200px">
     </div>
     <div id="info-card">
     <h3>{title}</h4>
-    <p>{description}</p>
+    <p>Start time: {start}</p>
+    <p>End time: {end}</p>
+    <p>{text}</p>
     </div>
     </div>
     """
@@ -35,19 +25,10 @@ question = st.text_input("Ask a question!")
 # query = "How does Sam Harris manage his time?"
 
 if len(question):
-    results = ask_pipe(question=question, pipe=pipe)
-
-    for result in results["answers"]:
-        episode_path = result.meta["file_path"]
-        episode_meta = METADATA_MAP[episode_path]
-
-        episode_info = {
-            "imgurl": episode_meta["thumbnail"],
-            "title": episode_meta["title"],
-            "description": result.context,
-        }
+    results = pinecone_utils.ask_pinecone(question=question)
 
+    for result in results:
         components.html(
-            ANSWER_TEMPLATE.format_map(episode_info),
+            ANSWER_TEMPLATE.format_map(result),
             height=220,
         )

local_secrets.py

@@ -0,0 +1,16 @@
+import os
+
+__all__ = ["secrets"]
+
+
+class _Secrets:
+    PINECONE_KEY = os.environ.get("pinecone_key", None)
+    if not PINECONE_KEY:
+        PINECONE_KEY = open("secrets/pinecone_key").read().strip()
+
+    OPENAI_KEY = os.environ.get("openai_key", None)
+    if not OPENAI_KEY:
+        OPENAI_KEY = open("secrets/openai_key").read().strip()
+
+
+secrets = _Secrets()

pinecone_utils.py

@@ -0,0 +1,42 @@
+import functools
+import pinecone
+import openai
+import pandas as pd
+
+from local_secrets import secrets
+
+pinecone.init(api_key=secrets.PINECONE_KEY, environment="us-east1-gcp")
+openai.api_key = secrets.OPENAI_KEY
+TARGET_MODEL = "text-embedding-ada-002"
+
+
+def pretty_timestamp(time_ms):
+    return pd.to_datetime(time_ms, unit="ms").strftime("%H:%M:%S")
+
+
+@functools.cache
+def _get_index() -> pinecone.Index:
+    return pinecone.Index("sense")
+
+
+def ask_pinecone(question: str, max_results=20) -> list[dict]:
+    index = _get_index()
+    question_vec = openai.Embedding.create(input=question, engine=TARGET_MODEL)["data"][
+        0
+    ]["embedding"]
+
+    import pdb
+
+    results = index.query(
+        vector=question_vec,
+        top_k=max_results,
+        include_metadata=True,
+        include_values=False,
+    )["matches"]
+
+    results = [result["metadata"] for result in results]
+    for result in results:
+        result["start"] = pretty_timestamp(result["start"])
+        result["end"] = pretty_timestamp(result["end"])
+
+    return results

poetry.lock

@@ -1,3 +1,22 @@
+[[package]]
+name = "aiohttp"
+version = "3.7.4.post0"
+description = "Async http client/server framework (asyncio)"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+async-timeout = ">=3.0,<4.0"
+attrs = ">=17.3.0"
+chardet = ">=2.0,<5.0"
+multidict = ">=4.5,<7.0"
+typing-extensions = ">=3.6.5"
+yarl = ">=1.0,<2.0"
+
+[package.extras]
+speedups = ["aiodns", "brotlipy", "cchardet"]
+
 [[package]]
 name = "alembic"
 version = "1.9.2"
@@ -32,6 +51,14 @@ toolz = "*"
 [package.extras]
 dev = ["black", "docutils", "flake8", "ipython", "m2r", "mistune (<2.0.0)", "pytest", "recommonmark", "sphinx", "vega-datasets"]
 
+[[package]]
+name = "async-timeout"
+version = "3.0.1"
+description = "Timeout context manager for asyncio programs"
+category = "main"
+optional = false
+python-versions = ">=3.5.3"
+
 [[package]]
 name = "attrs"
 version = "22.2.0"
@@ -131,6 +158,14 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "chardet"
+version = "4.0.0"
+description = "Universal encoding detector for Python 2 and 3"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
 [[package]]
 name = "charset-normalizer"
 version = "3.0.1"
@@ -201,6 +236,23 @@ python-versions = ">=3.7"
 [package.extras]
 graph = ["objgraph (>=1.7.2)"]
 
+[[package]]
+name = "dnspython"
+version = "2.3.0"
+description = "DNS toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.7,<4.0"
+
+[package.extras]
+curio = ["curio (>=1.2,<2.0)", "sniffio (>=1.1,<2.0)"]
+dnssec = ["cryptography (>=2.6,<40.0)"]
+doh = ["h2 (>=4.1.0)", "httpx (>=0.21.1)", "requests (>=2.23.0,<3.0.0)", "requests-toolbelt (>=0.9.1,<0.11.0)"]
+doq = ["aioquic (>=0.9.20)"]
+idna = ["idna (>=2.1,<4.0)"]
+trio = ["trio (>=0.14,<0.23)"]
+wmi = ["wmi (>=1.5.1,<2.0.0)"]
+
 [[package]]
 name = "docker"
 version = "6.0.1"
@@ -554,6 +606,21 @@ python-versions = "*"
 [package.dependencies]
 six = "*"
 
+[[package]]
+name = "loguru"
+version = "0.6.0"
+description = "Python logging made (stupidly) simple"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+colorama = {version = ">=0.3.4", markers = "sys_platform == \"win32\""}
+win32-setctime = {version = ">=1.0.0", markers = "sys_platform == \"win32\""}
+
+[package.extras]
+dev = ["Sphinx (>=4.1.1)", "black (>=19.10b0)", "colorama (>=0.3.4)", "docutils (==0.16)", "flake8 (>=3.7.7)", "isort (>=5.1.1)", "pytest (>=4.6.2)", "pytest-cov (>=2.7.1)", "sphinx-autobuild (>=0.7.1)", "sphinx-rtd-theme (>=0.4.3)", "tox (>=3.9.0)"]
+
 [[package]]
 name = "lxml"
 version = "4.9.2"
@@ -702,6 +769,14 @@ requests-oauthlib = ">=0.5.0"
 [package.extras]
 async = ["aiodns", "aiohttp (>=3.0)"]
 
+[[package]]
+name = "multidict"
+version = "6.0.4"
+description = "multidict implementation"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "networkx"
 version = "3.0"
@@ -819,6 +894,25 @@ rsa = ["cryptography (>=3.0.0)"]
 signals = ["blinker (>=1.4.0)"]
 signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
+[[package]]
+name = "openai"
+version = "0.26.5"
+description = "Python client library for the OpenAI API"
+category = "main"
+optional = false
+python-versions = ">=3.7.1"
+
+[package.dependencies]
+aiohttp = "*"
+requests = ">=2.20"
+tqdm = "*"
+
+[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 (>=6.0.0,<7.0.0)", "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)", "sklearn", "tenacity (>=8.0.1)"]
+wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "wandb"]
+
 [[package]]
 name = "packaging"
 version = "23.0"
@@ -858,6 +952,27 @@ python-versions = ">=3.7"
 docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
 
+[[package]]
+name = "pinecone-client"
+version = "2.1.0"
+description = "Pinecone client and SDK"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+dnspython = ">=2.0.0"
+loguru = ">=0.5.0"
+python-dateutil = ">=2.5.3"
+pyyaml = ">=5.4"
+requests = ">=2.19.0"
+tqdm = ">=4.64.1"
+typing-extensions = ">=3.7.4"
+urllib3 = ">=1.21.1"
+
+[package.extras]
+grpc = ["googleapis-common-protos (>=1.53.0)", "grpc-gateway-protoc-gen-openapiv2 (==0.1.0)", "grpcio (>=1.44.0)", "lz4 (>=3.1.3)", "protobuf (==3.19.3)"]
+
 [[package]]
 name = "posthog"
 version = "2.3.0"
@@ -1686,6 +1801,29 @@ python-versions = ">=3.7"
 [package.extras]
 test = ["pytest (>=3.0.0)"]
 
+[[package]]
+name = "win32-setctime"
+version = "1.1.0"
+description = "A small Python utility to set file creation time on Windows"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[package.extras]
+dev = ["black (>=19.3b0)", "pytest (>=4.6.2)"]
+
+[[package]]
+name = "yarl"
+version = "1.8.2"
+description = "Yet another URL library"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
 [[package]]
 name = "zipp"
 version = "3.12.0"
@@ -1701,9 +1839,48 @@ testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools"
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.10"
-content-hash = "839dbfc8973621faa638d814b00cc7990f28248c5d29cd25c1913ac5f239da26"
+content-hash = "c2f3070f95efa490e970e2387c6a8cbc1d617d9c8130f3bb15dfd295b24dbe3a"
 
 [metadata.files]
+aiohttp = [
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+    {file = "aiohttp-3.7.4.post0-cp36-cp36m-manylinux1_i686.whl", hash = "sha256:4b302b45040890cea949ad092479e01ba25911a15e648429c7c5aae9650c67a8"},
+    {file = "aiohttp-3.7.4.post0-cp36-cp36m-manylinux2014_aarch64.whl", hash = "sha256:fe60131d21b31fd1a14bd43e6bb88256f69dfc3188b3a89d736d6c71ed43ec95"},
+    {file = "aiohttp-3.7.4.post0-cp36-cp36m-manylinux2014_i686.whl", hash = "sha256:393f389841e8f2dfc86f774ad22f00923fdee66d238af89b70ea314c4aefd290"},
+    {file = "aiohttp-3.7.4.post0-cp36-cp36m-manylinux2014_ppc64le.whl", hash = "sha256:c6e9dcb4cb338d91a73f178d866d051efe7c62a7166653a91e7d9fb18274058f"},
+    {file = "aiohttp-3.7.4.post0-cp36-cp36m-manylinux2014_s390x.whl", hash = "sha256:5df68496d19f849921f05f14f31bd6ef53ad4b00245da3195048c69934521809"},
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+    {file = "aiohttp-3.7.4.post0-cp36-cp36m-win32.whl", hash = "sha256:3d78619672183be860b96ed96f533046ec97ca067fd46ac1f6a09cd9b7484287"},
+    {file = "aiohttp-3.7.4.post0-cp36-cp36m-win_amd64.whl", hash = "sha256:f705e12750171c0ab4ef2a3c76b9a4024a62c4103e3a55dd6f99265b9bc6fcfc"},
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+    {file = "aiohttp-3.7.4.post0-cp38-cp38-manylinux2014_s390x.whl", hash = "sha256:a00bb73540af068ca7390e636c01cbc4f644961896fa9363154ff43fd37af2f5"},
+    {file = "aiohttp-3.7.4.post0-cp38-cp38-manylinux2014_x86_64.whl", hash = "sha256:79ebfc238612123a713a457d92afb4096e2148be17df6c50fb9bf7a81c2f8013"},
+    {file = "aiohttp-3.7.4.post0-cp38-cp38-win32.whl", hash = "sha256:515dfef7f869a0feb2afee66b957cc7bbe9ad0cdee45aec7fdc623f4ecd4fb16"},
+    {file = "aiohttp-3.7.4.post0-cp38-cp38-win_amd64.whl", hash = "sha256:114b281e4d68302a324dd33abb04778e8557d88947875cbf4e842c2c01a030c5"},
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+    {file = "aiohttp-3.7.4.post0-cp39-cp39-manylinux1_i686.whl", hash = "sha256:15492a6368d985b76a2a5fdd2166cddfea5d24e69eefed4630cbaae5c81d89bd"},
+    {file = "aiohttp-3.7.4.post0-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:bdb230b4943891321e06fc7def63c7aace16095be7d9cf3b1e01be2f10fba439"},
+    {file = "aiohttp-3.7.4.post0-cp39-cp39-manylinux2014_i686.whl", hash = "sha256:cffe3ab27871bc3ea47df5d8f7013945712c46a3cc5a95b6bee15887f1675c22"},
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+    {file = "aiohttp-3.7.4.post0-cp39-cp39-manylinux2014_x86_64.whl", hash = "sha256:17c073de315745a1510393a96e680d20af8e67e324f70b42accbd4cb3315c9fb"},
+    {file = "aiohttp-3.7.4.post0-cp39-cp39-win32.whl", hash = "sha256:932bb1ea39a54e9ea27fc9232163059a0b8855256f4052e776357ad9add6f1c9"},
+    {file = "aiohttp-3.7.4.post0-cp39-cp39-win_amd64.whl", hash = "sha256:02f46fc0e3c5ac58b80d4d56eb0a7c7d97fcef69ace9326289fb9f1955e65cfe"},
+    {file = "aiohttp-3.7.4.post0.tar.gz", hash = "sha256:493d3299ebe5f5a7c66b9819eacdcfbbaaf1a8e84911ddffcdc48888497afecf"},
+]
 alembic = [
     {file = "alembic-1.9.2-py3-none-any.whl", hash = "sha256:e8a6ff9f3b1887e1fed68bfb8fb9a000d8f61c21bdcc85b67bb9f87fcbc4fce3"},
     {file = "alembic-1.9.2.tar.gz", hash = "sha256:6880dec4f28dd7bd999d2ed13fbe7c9d4337700a44d11a524c0ce0c59aaf0dbd"},
@@ -1712,6 +1889,10 @@ altair = [
     {file = "altair-4.2.2-py3-none-any.whl", hash = "sha256:8b45ebeaf8557f2d760c5c77b79f02ae12aee7c46c27c06014febab6f849bc87"},
     {file = "altair-4.2.2.tar.gz", hash = "sha256:39399a267c49b30d102c10411e67ab26374156a84b1aeb9fcd15140429ba49c5"},
 ]
+async-timeout = [
+    {file = "async-timeout-3.0.1.tar.gz", hash = "sha256:0c3c816a028d47f659d6ff5c745cb2acf1f966da1fe5c19c77a70282b25f4c5f"},
+    {file = "async_timeout-3.0.1-py3-none-any.whl", hash = "sha256:4291ca197d287d274d0b6cb5d6f8f8f82d434ed288f962539ff18cc9012f9ea3"},
+]
 attrs = [
     {file = "attrs-22.2.0-py3-none-any.whl", hash = "sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836"},
     {file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"},
@@ -1747,6 +1928,10 @@ certifi = [
     {file = "certifi-2022.12.7-py3-none-any.whl", hash = "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"},
     {file = "certifi-2022.12.7.tar.gz", hash = "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3"},
 ]
+chardet = [
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 ]
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 ]
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 zipp = [
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pyproject.toml

@@ -11,6 +11,8 @@ farm-haystack = "^1.12.2"
 feedparser = "^6.0.10"
 streamlit = "*"
 tqdm = "*"
+pinecone-client = "^2.1.0"
+openai = "^0.26.5"
 
 [build-system]
 requires = ["poetry-core"]