From cf36895da7122368a3f89f47b65bd44fcdb5fb44 Mon Sep 17 00:00:00 2001
From: Vineeth Voruganti <13438633+VVoruganti@users.noreply.github.com>
Date: Thu, 14 Mar 2024 02:37:07 -0700
Subject: [PATCH] Basic Dialectic Endpoint fixes dev-253

---
 api/poetry.lock                | 957 ++++++++++++++++++++++++++++++++-
 api/pyproject.toml             |   4 +-
 api/src/agent.py               |  70 ++-
 api/src/main.py                |  42 +-
 api/src/prompts/dialectic.yaml |  11 +
 api/src/schemas.py             |   4 +
 sdk/honcho/client.py           |   8 +
 sdk/honcho/sync_client.py      |   8 +
 sdk/pyproject.toml             |   2 +-
 9 files changed, 1075 insertions(+), 31 deletions(-)
 create mode 100644 api/src/prompts/dialectic.yaml

diff --git a/api/poetry.lock b/api/poetry.lock
index eb3311c..3275945 100644
--- a/api/poetry.lock
+++ b/api/poetry.lock
@@ -1,5 +1,117 @@
 # This file is automatically @generated by Poetry 1.4.1 and should not be changed by hand.
 
+[[package]]
+name = "aiohttp"
+version = "3.9.3"
+description = "Async http client/server framework (asyncio)"
+category = "main"
+optional = false
+python-versions = ">=3.8"
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+]
+
+[package.dependencies]
+aiosignal = ">=1.1.2"
+async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
+attrs = ">=17.3.0"
+frozenlist = ">=1.1.1"
+multidict = ">=4.5,<7.0"
+yarl = ">=1.0,<2.0"
+
+[package.extras]
+speedups = ["Brotli", "aiodns", "brotlicffi"]
+
+[[package]]
+name = "aiosignal"
+version = "1.3.1"
+description = "aiosignal: a list of registered asynchronous callbacks"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"},
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+]
+
+[package.dependencies]
+frozenlist = ">=1.1.0"
+
 [[package]]
 name = "annotated-types"
 version = "0.6.0"
@@ -56,6 +168,38 @@ typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
 [package.extras]
 tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
 
+[[package]]
+name = "async-timeout"
+version = "4.0.3"
+description = "Timeout context manager for asyncio programs"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[[package]]
+name = "attrs"
+version = "23.2.0"
+description = "Classes Without Boilerplate"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
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+]
+
+[package.extras]
+cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
+dev = ["attrs[tests]", "pre-commit"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
+tests = ["attrs[tests-no-zope]", "zope-interface"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+
 [[package]]
 name = "backports-zoneinfo"
 version = "0.2.1"
@@ -224,6 +368,22 @@ files = [
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
 
+[[package]]
+name = "dataclasses-json"
+version = "0.6.4"
+description = "Easily serialize dataclasses to and from JSON."
+category = "main"
+optional = false
+python-versions = ">=3.7,<4.0"
+files = [
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+    {file = "dataclasses_json-0.6.4.tar.gz", hash = "sha256:73696ebf24936560cca79a2430cbc4f3dd23ac7bf46ed17f38e5e5e7657a6377"},
+]
+
+[package.dependencies]
+marshmallow = ">=3.18.0,<4.0.0"
+typing-inspect = ">=0.4.0,<1"
+
 [[package]]
 name = "deprecated"
 version = "1.2.14"
@@ -323,6 +483,93 @@ sqlalchemy = ["SQLAlchemy (>=1.3.20)", "sqlakeyset (>=2.0.1680321678,<3.0.0)"]
 sqlmodel = ["sqlakeyset (>=2.0.1680321678,<3.0.0)", "sqlmodel (>=0.0.8,<0.0.15)"]
 tortoise = ["tortoise-orm (>=0.16.18,<0.21.0)"]
 
+[[package]]
+name = "frozenlist"
+version = "1.4.1"
+description = "A list-like structure which implements collections.abc.MutableSequence"
+category = "main"
+optional = false
+python-versions = ">=3.8"
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+]
+
 [[package]]
 name = "googleapis-common-protos"
 version = "1.62.0"
@@ -590,6 +837,179 @@ zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
 testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
 
+[[package]]
+name = "jsonpatch"
+version = "1.33"
+description = "Apply JSON-Patches (RFC 6902)"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+files = [
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+]
+
+[package.dependencies]
+jsonpointer = ">=1.9"
+
+[[package]]
+name = "jsonpointer"
+version = "2.4"
+description = "Identify specific nodes in a JSON document (RFC 6901)"
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 [package.extras]
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+
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+    {file = "yarl-1.9.4-cp37-cp37m-win_amd64.whl", hash = "sha256:ad4d7a90a92e528aadf4965d685c17dacff3df282db1121136c382dc0b6014d2"},
+    {file = "yarl-1.9.4-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:ec61d826d80fc293ed46c9dd26995921e3a82146feacd952ef0757236fc137be"},
+    {file = "yarl-1.9.4-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:8be9e837ea9113676e5754b43b940b50cce76d9ed7d2461df1af39a8ee674d9f"},
+    {file = "yarl-1.9.4-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:bef596fdaa8f26e3d66af846bbe77057237cb6e8efff8cd7cc8dff9a62278bbf"},
+    {file = "yarl-1.9.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2d47552b6e52c3319fede1b60b3de120fe83bde9b7bddad11a69fb0af7db32f1"},
+    {file = "yarl-1.9.4-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:84fc30f71689d7fc9168b92788abc977dc8cefa806909565fc2951d02f6b7d57"},
+    {file = "yarl-1.9.4-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4aa9741085f635934f3a2583e16fcf62ba835719a8b2b28fb2917bb0537c1dfa"},
+    {file = "yarl-1.9.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:206a55215e6d05dbc6c98ce598a59e6fbd0c493e2de4ea6cc2f4934d5a18d130"},
+    {file = "yarl-1.9.4-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:07574b007ee20e5c375a8fe4a0789fad26db905f9813be0f9fef5a68080de559"},
+    {file = "yarl-1.9.4-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:5a2e2433eb9344a163aced6a5f6c9222c0786e5a9e9cac2c89f0b28433f56e23"},
+    {file = "yarl-1.9.4-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:6ad6d10ed9b67a382b45f29ea028f92d25bc0bc1daf6c5b801b90b5aa70fb9ec"},
+    {file = "yarl-1.9.4-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:6fe79f998a4052d79e1c30eeb7d6c1c1056ad33300f682465e1b4e9b5a188b78"},
+    {file = "yarl-1.9.4-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:a825ec844298c791fd28ed14ed1bffc56a98d15b8c58a20e0e08c1f5f2bea1be"},
+    {file = "yarl-1.9.4-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:8619d6915b3b0b34420cf9b2bb6d81ef59d984cb0fde7544e9ece32b4b3043c3"},
+    {file = "yarl-1.9.4-cp38-cp38-win32.whl", hash = "sha256:686a0c2f85f83463272ddffd4deb5e591c98aac1897d65e92319f729c320eece"},
+    {file = "yarl-1.9.4-cp38-cp38-win_amd64.whl", hash = "sha256:a00862fb23195b6b8322f7d781b0dc1d82cb3bcac346d1e38689370cc1cc398b"},
+    {file = "yarl-1.9.4-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:604f31d97fa493083ea21bd9b92c419012531c4e17ea6da0f65cacdcf5d0bd27"},
+    {file = "yarl-1.9.4-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:8a854227cf581330ffa2c4824d96e52ee621dd571078a252c25e3a3b3d94a1b1"},
+    {file = "yarl-1.9.4-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:ba6f52cbc7809cd8d74604cce9c14868306ae4aa0282016b641c661f981a6e91"},
+    {file = "yarl-1.9.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a6327976c7c2f4ee6816eff196e25385ccc02cb81427952414a64811037bbc8b"},
+    {file = "yarl-1.9.4-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8397a3817d7dcdd14bb266283cd1d6fc7264a48c186b986f32e86d86d35fbac5"},
+    {file = "yarl-1.9.4-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e0381b4ce23ff92f8170080c97678040fc5b08da85e9e292292aba67fdac6c34"},
+    {file = "yarl-1.9.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:23d32a2594cb5d565d358a92e151315d1b2268bc10f4610d098f96b147370136"},
+    {file = "yarl-1.9.4-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ddb2a5c08a4eaaba605340fdee8fc08e406c56617566d9643ad8bf6852778fc7"},
+    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:26a1dc6285e03f3cc9e839a2da83bcbf31dcb0d004c72d0730e755b33466c30e"},
+    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:18580f672e44ce1238b82f7fb87d727c4a131f3a9d33a5e0e82b793362bf18b4"},
+    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:29e0f83f37610f173eb7e7b5562dd71467993495e568e708d99e9d1944f561ec"},
+    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:1f23e4fe1e8794f74b6027d7cf19dc25f8b63af1483d91d595d4a07eca1fb26c"},
+    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:db8e58b9d79200c76956cefd14d5c90af54416ff5353c5bfd7cbe58818e26ef0"},
+    {file = "yarl-1.9.4-cp39-cp39-win32.whl", hash = "sha256:c7224cab95645c7ab53791022ae77a4509472613e839dab722a72abe5a684575"},
+    {file = "yarl-1.9.4-cp39-cp39-win_amd64.whl", hash = "sha256:824d6c50492add5da9374875ce72db7a0733b29c2394890aef23d533106e2b15"},
+    {file = "yarl-1.9.4-py3-none-any.whl", hash = "sha256:928cecb0ef9d5a7946eb6ff58417ad2fe9375762382f1bf5c55e61645f2c43ad"},
+    {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
 [[package]]
 name = "zipp"
 version = "3.17.0"
@@ -1742,5 +2695,5 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.8"
-content-hash = "049befe5515a3295e10aba589ec19ab6f01e7682555dc701712afeceac57a7f0"
+python-versions = "^3.8.1"
+content-hash = "aa7928d0a259d20dd9805ab5b159eebb293eac0b2e46a40d5df55f797222a8f3"
diff --git a/api/pyproject.toml b/api/pyproject.toml
index 33fdd79..3fc9cbc 100644
--- a/api/pyproject.toml
+++ b/api/pyproject.toml
@@ -6,7 +6,7 @@ authors = ["Plastic Labs <hello@plasticlabs.ai>"]
 readme = "README.md"
 
 [tool.poetry.dependencies]
-python = "^3.8"
+python = "^3.8.1"
 fastapi = "^0.109.0"
 uvicorn = "^0.24.0.post1"
 python-dotenv = "^1.0.0"
@@ -25,6 +25,8 @@ opentelemetry-instrumentation-logging = "^0.44b0"
 greenlet = "^3.0.3"
 realtime = "^1.0.2"
 psycopg = {extras = ["binary"], version = "^3.1.18"}
+langchain = "^0.1.12"
+langchain-openai = "^0.0.8"
 
 [tool.ruff.lint]
 # from https://docs.astral.sh/ruff/linter/#rule-selection example
diff --git a/api/src/agent.py b/api/src/agent.py
index d6342fd..8ade84b 100644
--- a/api/src/agent.py
+++ b/api/src/agent.py
@@ -1,5 +1,71 @@
-async def chat():
-    pass
+import os
+import uuid
+from typing import Optional
+
+from dotenv import load_dotenv
+from langchain_core.prompts import (
+    ChatPromptTemplate,
+    SystemMessagePromptTemplate,
+    load_prompt,
+)
+from langchain_openai import ChatOpenAI
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from . import crud, schemas
+
+load_dotenv()
+
+# from supabase import Client
+
+SYSTEM_DIALECTIC = load_prompt(
+    os.path.join(os.path.dirname(__file__), "prompts/dialectic.yaml")
+)
+system_dialectic: SystemMessagePromptTemplate = SystemMessagePromptTemplate(
+    prompt=SYSTEM_DIALECTIC
+)
+
+llm: ChatOpenAI = ChatOpenAI(model_name="gpt-4")
+
+
+async def chat(
+    app_id: uuid.UUID,
+    user_id: uuid.UUID,
+    session_id: uuid.UUID,
+    query: str,
+    db: AsyncSession,
+):
+    collection = await crud.get_collection_by_name(db, app_id, user_id, "honcho")
+    retrieved_facts = None
+    if collection is None:
+        collection_create = schemas.CollectionCreate(name="honcho", metadata={})
+        collection = await crud.create_collection(
+            db,
+            collection=collection_create,
+            app_id=app_id,
+            user_id=user_id,
+        )
+    else:
+        retrieved_documents = await crud.query_documents(
+            db=db,
+            app_id=app_id,
+            user_id=user_id,
+            collection_id=collection.id,
+            query=query,
+            top_k=1,
+        )
+        if len(retrieved_documents) > 0:
+            retrieved_facts = retrieved_documents[0].content
+
+    dialectic_prompt = ChatPromptTemplate.from_messages([system_dialectic])
+    chain = dialectic_prompt | llm
+    response = await chain.ainvoke(
+        {
+            "agent_input": query,
+            "retrieved_facts": retrieved_facts if retrieved_facts else "None",
+        }
+    )
+
+    return schemas.AgentChat(content=response.content)
 
 
 async def hydrate():
diff --git a/api/src/main.py b/api/src/main.py
index 9dcf7db..e7f20b1 100644
--- a/api/src/main.py
+++ b/api/src/main.py
@@ -57,7 +57,7 @@
 from sqlalchemy.orm import Session
 from starlette.exceptions import HTTPException as StarletteHTTPException
 
-from . import crud, schemas
+from . import agent, crud, schemas
 from .db import SessionLocal, engine, scaffold_db
 
 # Otel Setup
@@ -1019,6 +1019,11 @@ async def create_collection(
     collection: schemas.CollectionCreate,
     db: AsyncSession = Depends(get_db),
 ):
+    if collection.name == "honcho":
+        raise HTTPException(
+            status_code=406,
+            detail="error invalid collection configuration - honcho is a reserved name",
+        )
     try:
         return await crud.create_collection(
             db, collection=collection, app_id=app_id, user_id=user_id
@@ -1043,6 +1048,12 @@ async def update_collection(
         raise HTTPException(
             status_code=400, detail="invalid request - name cannot be None"
         )
+    if collection.name == "honcho":
+        raise HTTPException(
+            status_code=406,
+            detail="error invalid collection configuration - honcho is a reserved name",
+        )
+
     try:
         honcho_collection = await crud.update_collection(
             db,
@@ -1249,37 +1260,18 @@ async def delete_document(
         )
 
 
-@router.get("/sessions/{session_id}/chat", response_model=Sequence[schemas.Message])
+@router.get("/sessions/{session_id}/chat", response_model=schemas.AgentChat)
 async def get_chat(
     request: Request,
     app_id: uuid.UUID,
     user_id: uuid.UUID,
     session_id: uuid.UUID,
+    query: str,
     db: AsyncSession = Depends(get_db),
 ):
-    pass
-
-
-@router.get("/sessions/{session_id}/hydrate")
-async def hydrate(
-    request: Request,
-    app_id: uuid.UUID,
-    user_id: uuid.UUID,
-    session_id: uuid.UUID,
-    db: AsyncSession = Depends(get_db),
-):
-    pass
-
-
-@router.get("/sessions/{session_id}/insight")
-async def get_insight(
-    request: Request,
-    app_id: uuid.UUID,
-    user_id: uuid.UUID,
-    session_id: uuid.UUID,
-    db: AsyncSession = Depends(get_db),
-):
-    pass
+    return await agent.chat(
+        app_id=app_id, user_id=user_id, session_id=session_id, query=query, db=db
+    )
 
 
 app.include_router(router)
diff --git a/api/src/prompts/dialectic.yaml b/api/src/prompts/dialectic.yaml
new file mode 100644
index 0000000..ba880a2
--- /dev/null
+++ b/api/src/prompts/dialectic.yaml
@@ -0,0 +1,11 @@
+
+_type: prompt
+input_variables:
+  ["agent_input", "retrieved_facts"]
+template: >
+  You are tasked with responding to the query based on the context provided. 
+  ---
+  query: {agent_input}
+  context: {retrieved_facts}
+  ---
+  Provide a brief, matter-of-fact, and appropriate response to the query based on the context provided. If the context provided doesn't aid in addressing the query, return None. 
diff --git a/api/src/schemas.py b/api/src/schemas.py
index eb09713..e99e181 100644
--- a/api/src/schemas.py
+++ b/api/src/schemas.py
@@ -236,3 +236,7 @@ def fetch_h_metadata(cls, value, values):
     class Config:
         from_attributes = True
         schema_extra = {"exclude": ["h_metadata"]}
+
+
+class AgentChat(BaseModel):
+    content: str
diff --git a/sdk/honcho/client.py b/sdk/honcho/client.py
index 1bc7262..b35ec1e 100644
--- a/sdk/honcho/client.py
+++ b/sdk/honcho/client.py
@@ -1155,6 +1155,14 @@ async def close(self):
         response.raise_for_status()
         self._is_active = False
 
+    async def chat(self, query) -> str:
+        url = f"{self.base_url}/chat"
+        params = {"query": query}
+        response = await self.user.honcho.client.get(url, params=params)
+        response.raise_for_status()
+        data = response.json()
+        return data["content"]
+
 
 class AsyncCollection:
     """Represents a single collection for a user in an app"""
diff --git a/sdk/honcho/sync_client.py b/sdk/honcho/sync_client.py
index 58fe0eb..5322812 100644
--- a/sdk/honcho/sync_client.py
+++ b/sdk/honcho/sync_client.py
@@ -1155,6 +1155,14 @@ def close(self):
         response.raise_for_status()
         self._is_active = False
 
+    def chat(self, query) -> str:
+        url = f"{self.base_url}/chat"
+        params = {"query": query}
+        response = self.user.honcho.client.get(url, params=params)
+        response.raise_for_status()
+        data = response.json()
+        return data["content"]
+
 
 class Collection:
     """Represents a single collection for a user in an app"""
diff --git a/sdk/pyproject.toml b/sdk/pyproject.toml
index c07b0f6..8830d24 100644
--- a/sdk/pyproject.toml
+++ b/sdk/pyproject.toml
@@ -8,7 +8,7 @@ readme = "README.md"
 packages = [{include = "honcho"}]
 
 [tool.poetry.dependencies]
-python = "^3.10"
+python = "^3.8.1"
 httpx = "^0.26.0"
 
 [tool.poetry.group.test.dependencies]