diff --git a/.env_example b/.env_example
index 705d4df637f1b94f41e985fd1e4628c69cb9d72a..017d314451e5cb2b073d538260bd6b0f9668b0a7 100644
--- a/.env_example
+++ b/.env_example
@@ -7,4 +7,6 @@ AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME=...
DB_HOST=...
DB_NAME=...
DB_USER=...
-DB_PASS=...
\ No newline at end of file
+DB_PASS=...
+ACCESS_TOKEN_DOCS_GITLAB=...
+RUNNING_ENVIRONMENT=...
\ No newline at end of file
diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 0345638baed752f9c312ec0a8e07009cdf46471d..66ae0f1825320a182a4b12895d84810d85eb4327 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -13,6 +13,10 @@ variables:
VAULT_ID_TOKEN:
aud: "https://vault.sikt.no:8200"
secrets:
+ ACCESS_TOKEN_DOCS_GITLAB:
+ token: $VAULT_ID_TOKEN
+ vault: "gitlab/ki-team/initiatives/feide-docs-rag/ACCESS_TOKEN_DOCS_GITLAB@secret"
+ file: false
AZURE_OPENAI_API_KEY:
token: $VAULT_ID_TOKEN
vault: "gitlab/ki-team/initiatives/feide-docs-rag/AZURE_OPENAI_API_KEY@secret"
@@ -83,6 +87,7 @@ production:
- .vault-secrets
stage: production
variables:
+ RUNNING_ENVIRONMENT: "production"
REPLICAS: "2"
script:
- deploy deployment.yaml
@@ -92,6 +97,8 @@ staging:
- .staging
- .vault-secrets
stage: staging
+ variables:
+ RUNNING_ENVIRONMENT: "stage"
script:
- deploy deployment.yaml
@@ -100,6 +107,8 @@ review:
- .review
- .vault-secrets
stage: review
+ variables:
+ RUNNING_ENVIRONMENT: "development"
script:
- deploy deployment.yaml
diff --git a/Dockerfile b/Dockerfile
index 90f7fc86d56ad629c9786ded910a3ecde456a2ce..f84a564ca2cd318b2601c82df956e08ffcd3bf07 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,15 +1,46 @@
-FROM python:3.12.7-slim-bookworm
+FROM python:3.12.7-slim-bookworm AS builder
+
+# Install pandoc and poetry using apt and pip
+RUN apt-get update && \
+ apt-get install -y pandoc && \
+ apt-get clean && \
+ rm -rf /var/lib/apt/lists/* && \
+ pip install poetry
-# Set the working directory to /app
+# Set working directory and environment variables
WORKDIR /app
+ENV POETRY_NO_INTERACTION=1 \
+ POETRY_VIRTUALENVS_IN_PROJECT=1 \
+ POETRY_VIRTUALENVS_CREATE=1 \
+ POETRY_CACHE_DIR=/tmp/poetry_cache
+
+# Copy dependency files
+COPY pyproject.toml poetry.lock ./
-# Copy the requirements file and install dependencies
-COPY requirements.txt ./
-RUN pip install --upgrade pip \
- && pip install -r requirements.txt
+# Install dependencies into a virtual environment
+RUN poetry install --only=main --no-root
-# Copy the rest of your application's code
+# Copy the rest of the application
COPY . .
+RUN poetry install --only=main
+
+# Runtime stage
+FROM python:3.12.7-slim-bookworm
+
+# Install pandoc
+RUN apt-get update && \
+ apt-get install -y pandoc && \
+ apt-get clean && \
+ rm -rf /var/lib/apt/lists/*
+
+WORKDIR /app
+ENV PATH="/app/.venv/bin:$PATH" \
+ PYTHONPATH="/app" \
+ PYTHONUNBUFFERED=1
+
+# Copy the virtual environment from the builder stage
+COPY --from=builder /app/.venv /app/.venv
+COPY --from=builder /app /app
# Command to run the application
# uvicorn feide_docs_rag.app:app --host 0.0.0.0 --port 5000 --reload --log-level debug
diff --git a/Makefile b/Makefile
index 75724e107eee242f4342f22e4b9e65a7478f42fc..7e913b91b6ce4fc0e86d62674730ba045ddc1500 100644
--- a/Makefile
+++ b/Makefile
@@ -35,18 +35,30 @@ test: format lint
.PHONY: local_deploy
local_deploy:
- poetry shell
- uvicorn feide_docs_rag.app:app --host 0.0.0.0 --port 5000 --reload --log-level debug
+ set -a; source .env; set +a; \
+ poetry install && \
+ poetry run uvicorn feide_docs_rag.app:app --host 0.0.0.0 --port 5000 --reload --log-level debug
+
+.PHONY: local_port_check
+local_port_check:
+ lsof -i :5000
.PHONY: local_container_deploy
local_container_deploy:
docker build -t feide_docs_rag:local_deploy .
- docker run -d -p 5000:5000 --name feide_docs_rag_app feide_docs_rag:local_deploy
+ set -a; source .env; set +a; \
+ docker run -d -p 5000:5000 \
+ --env-file .env \
+ --name feide-docs-rag-app feide_docs_rag:local_deploy
.PHONY: local_container_cleanup
local_container_cleanup:
- docker stop feide_docs_rag_app
- docker rm feide_docs_rag_app
+ docker stop feide-docs-rag-app || true
+ docker rm feide-docs-rag-app || true
+
+.PHONY: local_container_logs
+local_container_logs:
+ docker logs -f feide-docs-rag-app
#display help
.PHONY: help
diff --git a/Startup_test.ipynb b/Startup_test.ipynb
index e88f105b5dd6e6ef698696fff15f54b24a31b3da..ea708395a1bb91cf26001664e61458d242210151 100644
--- a/Startup_test.ipynb
+++ b/Startup_test.ipynb
@@ -526,32 +526,56 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 1,
"metadata": {},
"outputs": [
{
- "name": "stdout",
+ "name": "stderr",
"output_type": "stream",
"text": [
- "The autoreload extension is already loaded. To reload it, use:\n",
- " %reload_ext autoreload\n"
+ "/Users/askjuhlmarkestad/Documents/Sikt/feide-docs-rag/feide_docs_rag/feide_chain.py:28: LangChainBetaWarning: Introduced in 0.2.24. API subject to change.\n",
+ " rate_limiter = InMemoryRateLimiter(\n",
+ " 0%| | 1/216 [00:16<59:04, 16.49s/it]Error loading file feide_docs_rag/local_docs/data_sharing/available_data_sources.rst\n",
+ " 99%|█████████▉| 214/216 [00:27<00:00, 28.17it/s]"
]
},
{
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "100%|██████████| 216/216 [00:12<00:00, 16.88it/s]\n"
+ "ename": "InterfaceError",
+ "evalue": "bad parameter or other API misuse",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mInterfaceError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[1], line 19\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mrag_utils\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m VectorStore\n\u001b[1;32m 13\u001b[0m \u001b[38;5;66;03m# Index data and set up the vector store. If using a preexisting collection then these steps can be skipped\u001b[39;00m\n\u001b[1;32m 14\u001b[0m docs \u001b[38;5;241m=\u001b[39m \u001b[43mFeideConfiguration\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 15\u001b[0m \u001b[43m \u001b[49m\u001b[43mbase_url\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mhttps://docs.feide.no\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 16\u001b[0m \u001b[43m \u001b[49m\u001b[43mdocument_path\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfeide_docs_rag/local_docs\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 17\u001b[0m \u001b[43m \u001b[49m\u001b[43mweb_loader_function\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mload_docs_from_web\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 18\u001b[0m \u001b[43m \u001b[49m\u001b[43mrandom_state\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m42\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m---> 19\u001b[0m \u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_docs\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 20\u001b[0m vectorstore \u001b[38;5;241m=\u001b[39m VectorStore(CollectionName\u001b[38;5;241m.\u001b[39mTEST\u001b[38;5;241m.\u001b[39mvalue, db_connection_string, docs\u001b[38;5;241m=\u001b[39mdocs)\n\u001b[1;32m 21\u001b[0m \u001b[38;5;28;01mawait\u001b[39;00m vectorstore\u001b[38;5;241m.\u001b[39msetup_vectorstore(docs \u001b[38;5;241m=\u001b[39m docs)\n",
+ "File \u001b[0;32m~/Documents/Sikt/feide-docs-rag/feide_docs_rag/configuration.py:34\u001b[0m, in \u001b[0;36mFeideConfiguration.get_docs\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mget_docs\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 33\u001b[0m web_docs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mweb_loader_function() \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mweb_loader_function \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m []\n\u001b[0;32m---> 34\u001b[0m rst_docs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_docs_from_directory\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 36\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m web_docs \u001b[38;5;241m+\u001b[39m rst_docs\n",
+ "File \u001b[0;32m~/Documents/Sikt/feide-docs-rag/feide_docs_rag/configuration.py:48\u001b[0m, in \u001b[0;36mFeideConfiguration.load_docs_from_directory\u001b[0;34m(self, loader_type)\u001b[0m\n\u001b[1;32m 40\u001b[0m loader \u001b[38;5;241m=\u001b[39m DirectoryLoader(\n\u001b[1;32m 41\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdocument_path,\n\u001b[1;32m 42\u001b[0m glob\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m**/*.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfile_type\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 45\u001b[0m use_multithreading\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m 46\u001b[0m )\n\u001b[1;32m 47\u001b[0m \u001b[38;5;66;03m# Insert some different test documents into the collection\u001b[39;00m\n\u001b[0;32m---> 48\u001b[0m docs \u001b[38;5;241m=\u001b[39m \u001b[43mloader\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 49\u001b[0m [doc\u001b[38;5;241m.\u001b[39mmetadata\u001b[38;5;241m.\u001b[39mupdate({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconvert_path_to_url(doc\u001b[38;5;241m.\u001b[39mmetadata[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msource\u001b[39m\u001b[38;5;124m\"\u001b[39m])}) \u001b[38;5;28;01mfor\u001b[39;00m doc \u001b[38;5;129;01min\u001b[39;00m docs]\n\u001b[1;32m 50\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m docs\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/langchain_community/document_loaders/directory.py:117\u001b[0m, in \u001b[0;36mDirectoryLoader.load\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mload\u001b[39m(\u001b[38;5;28mself\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m List[Document]:\n\u001b[1;32m 116\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Load documents.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 117\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlazy_load\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/langchain_community/document_loaders/directory.py:191\u001b[0m, in \u001b[0;36mDirectoryLoader.lazy_load\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 182\u001b[0m futures\u001b[38;5;241m.\u001b[39mappend(\n\u001b[1;32m 183\u001b[0m executor\u001b[38;5;241m.\u001b[39msubmit(\n\u001b[1;32m 184\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lazy_load_file_to_non_generator(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lazy_load_file),\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 188\u001b[0m )\n\u001b[1;32m 189\u001b[0m )\n\u001b[1;32m 190\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m future \u001b[38;5;129;01min\u001b[39;00m concurrent\u001b[38;5;241m.\u001b[39mfutures\u001b[38;5;241m.\u001b[39mas_completed(futures):\n\u001b[0;32m--> 191\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m item \u001b[38;5;129;01min\u001b[39;00m \u001b[43mfuture\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresult\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m 192\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m item\n\u001b[1;32m 193\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
+ "File \u001b[0;32m/opt/homebrew/Cellar/python@3.12/3.12.8/Frameworks/Python.framework/Versions/3.12/lib/python3.12/concurrent/futures/_base.py:449\u001b[0m, in \u001b[0;36mFuture.result\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 447\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m CancelledError()\n\u001b[1;32m 448\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_state \u001b[38;5;241m==\u001b[39m FINISHED:\n\u001b[0;32m--> 449\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__get_result\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 451\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_condition\u001b[38;5;241m.\u001b[39mwait(timeout)\n\u001b[1;32m 453\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_state \u001b[38;5;129;01min\u001b[39;00m [CANCELLED, CANCELLED_AND_NOTIFIED]:\n",
+ "File \u001b[0;32m/opt/homebrew/Cellar/python@3.12/3.12.8/Frameworks/Python.framework/Versions/3.12/lib/python3.12/concurrent/futures/_base.py:401\u001b[0m, in \u001b[0;36mFuture.__get_result\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 399\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exception:\n\u001b[1;32m 400\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 401\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exception\n\u001b[1;32m 402\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 403\u001b[0m \u001b[38;5;66;03m# Break a reference cycle with the exception in self._exception\u001b[39;00m\n\u001b[1;32m 404\u001b[0m \u001b[38;5;28mself\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n",
+ "File \u001b[0;32m/opt/homebrew/Cellar/python@3.12/3.12.8/Frameworks/Python.framework/Versions/3.12/lib/python3.12/concurrent/futures/thread.py:59\u001b[0m, in \u001b[0;36m_WorkItem.run\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m 58\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 59\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 60\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[1;32m 61\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfuture\u001b[38;5;241m.\u001b[39mset_exception(exc)\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/langchain_community/document_loaders/directory.py:202\u001b[0m, in \u001b[0;36mDirectoryLoader._lazy_load_file_to_non_generator.<locals>.non_generator\u001b[0;34m(item, path, pbar)\u001b[0m\n\u001b[1;32m 201\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mnon_generator\u001b[39m(item: Path, path: Path, pbar: Optional[Any]) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m List:\n\u001b[0;32m--> 202\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [x \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m func(item, path, pbar)]\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/langchain_community/document_loaders/directory.py:233\u001b[0m, in \u001b[0;36mDirectoryLoader._lazy_load_file\u001b[0;34m(self, item, path, pbar)\u001b[0m\n\u001b[1;32m 231\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 232\u001b[0m logger\u001b[38;5;241m.\u001b[39merror(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mError loading file \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mstr\u001b[39m(item)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 233\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 234\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 235\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m pbar:\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/langchain_community/document_loaders/directory.py:223\u001b[0m, in \u001b[0;36mDirectoryLoader._lazy_load_file\u001b[0;34m(self, item, path, pbar)\u001b[0m\n\u001b[1;32m 221\u001b[0m loader \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mloader_cls(\u001b[38;5;28mstr\u001b[39m(item), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mloader_kwargs)\n\u001b[1;32m 222\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 223\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43msubdoc\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mloader\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlazy_load\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 224\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01myield\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43msubdoc\u001b[49m\n\u001b[1;32m 225\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m:\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/langchain_community/document_loaders/unstructured.py:107\u001b[0m, in \u001b[0;36mUnstructuredBaseLoader.lazy_load\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 105\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mlazy_load\u001b[39m(\u001b[38;5;28mself\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Iterator[Document]:\n\u001b[1;32m 106\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Load file.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 107\u001b[0m elements \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_elements\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 108\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_post_process_elements(elements)\n\u001b[1;32m 109\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124melements\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/langchain_community/document_loaders/rst.py:58\u001b[0m, in \u001b[0;36mUnstructuredRSTLoader._get_elements\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 55\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m_get_elements\u001b[39m(\u001b[38;5;28mself\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m List:\n\u001b[1;32m 56\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01munstructured\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpartition\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mrst\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m partition_rst\n\u001b[0;32m---> 58\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mpartition_rst\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilename\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfile_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munstructured_kwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/unstructured/partition/rst.py:43\u001b[0m, in \u001b[0;36mpartition_rst\u001b[0;34m(filename, file, metadata_filename, metadata_last_modified, **kwargs)\u001b[0m\n\u001b[1;32m 37\u001b[0m last_modified \u001b[38;5;241m=\u001b[39m get_last_modified_date(filename) \u001b[38;5;28;01mif\u001b[39;00m filename \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 39\u001b[0m html_text \u001b[38;5;241m=\u001b[39m convert_file_to_html_text_using_pandoc(\n\u001b[1;32m 40\u001b[0m source_format\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrst\u001b[39m\u001b[38;5;124m\"\u001b[39m, filename\u001b[38;5;241m=\u001b[39mfilename, file\u001b[38;5;241m=\u001b[39mfile\n\u001b[1;32m 41\u001b[0m )\n\u001b[0;32m---> 43\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mpartition_html\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 44\u001b[0m \u001b[43m \u001b[49m\u001b[43mtext\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhtml_text\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 45\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata_filename\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata_filename\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 46\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata_file_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mFileType\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mRST\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 47\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata_last_modified\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata_last_modified\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mlast_modified\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 48\u001b[0m \u001b[43m \u001b[49m\u001b[43mdetection_origin\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mDETECTION_ORIGIN\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 49\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 50\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/unstructured/partition/common/metadata.py:184\u001b[0m, in \u001b[0;36mapply_metadata.<locals>.decorator.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 182\u001b[0m languages \u001b[38;5;241m=\u001b[39m call_args\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlanguages\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 183\u001b[0m detect_language_per_element \u001b[38;5;241m=\u001b[39m call_args\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdetect_language_per_element\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m--> 184\u001b[0m elements \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 185\u001b[0m \u001b[43m \u001b[49m\u001b[43mapply_lang_metadata\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 186\u001b[0m \u001b[43m \u001b[49m\u001b[43melements\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43melements\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 187\u001b[0m \u001b[43m \u001b[49m\u001b[43mlanguages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlanguages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 188\u001b[0m \u001b[43m \u001b[49m\u001b[43mdetect_language_per_element\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdetect_language_per_element\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 189\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 190\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 192\u001b[0m \u001b[38;5;66;03m# == apply filetype, filename, last_modified, and url metadata ===================\u001b[39;00m\n\u001b[1;32m 193\u001b[0m metadata_kwargs: \u001b[38;5;28mdict\u001b[39m[\u001b[38;5;28mstr\u001b[39m, Any] \u001b[38;5;241m=\u001b[39m {}\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/unstructured/partition/common/lang.py:488\u001b[0m, in \u001b[0;36mapply_lang_metadata\u001b[0;34m(elements, languages, detect_language_per_element)\u001b[0m\n\u001b[1;32m 485\u001b[0m elements \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(elements)\n\u001b[1;32m 487\u001b[0m full_text \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(e\u001b[38;5;241m.\u001b[39mtext \u001b[38;5;28;01mfor\u001b[39;00m e \u001b[38;5;129;01min\u001b[39;00m elements \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(e, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[0;32m--> 488\u001b[0m detected_languages \u001b[38;5;241m=\u001b[39m \u001b[43mdetect_languages\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtext\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_text\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlanguages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlanguages\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 489\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[1;32m 490\u001b[0m detected_languages \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 491\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(languages) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 492\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m detect_language_per_element \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m 493\u001b[0m ):\n\u001b[1;32m 494\u001b[0m \u001b[38;5;66;03m# -- apply detected language to each element's metadata --\u001b[39;00m\n\u001b[1;32m 495\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m e \u001b[38;5;129;01min\u001b[39;00m elements:\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/unstructured/partition/common/lang.py:447\u001b[0m, in \u001b[0;36mdetect_languages\u001b[0;34m(text, languages)\u001b[0m\n\u001b[1;32m 445\u001b[0m langdetect_langs\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mzho\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 446\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 447\u001b[0m language \u001b[38;5;241m=\u001b[39m \u001b[43m_get_iso639_language_object\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlangobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlang\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# pyright: ignore\u001b[39;00m\n\u001b[1;32m 448\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m language:\n\u001b[1;32m 449\u001b[0m langdetect_langs\u001b[38;5;241m.\u001b[39mappend(language\u001b[38;5;241m.\u001b[39mpart3)\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/unstructured/partition/common/lang.py:367\u001b[0m, in \u001b[0;36m_get_iso639_language_object\u001b[0;34m(lang)\u001b[0m\n\u001b[1;32m 365\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m_get_iso639_language_object\u001b[39m(lang: \u001b[38;5;28mstr\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Optional[iso639\u001b[38;5;241m.\u001b[39mLanguage]:\n\u001b[1;32m 366\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 367\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43miso639\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mLanguage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlang\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlower\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# pyright: ignore[reportUnknownMemberType]\u001b[39;00m\n\u001b[1;32m 368\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m iso639\u001b[38;5;241m.\u001b[39mLanguageNotFoundError:\n\u001b[1;32m 369\u001b[0m logger\u001b[38;5;241m.\u001b[39mwarning(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlang\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m is not a valid standard language code.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/iso639/language.py:127\u001b[0m, in \u001b[0;36mLanguage.match\u001b[0;34m(cls, user_input)\u001b[0m\n\u001b[1;32m 114\u001b[0m \u001b[38;5;66;03m# Order of (table, field) pairs to query `languages.db`.\u001b[39;00m\n\u001b[1;32m 115\u001b[0m \u001b[38;5;66;03m# Bias towards (and therefore prioritize) the user input being\u001b[39;00m\n\u001b[1;32m 116\u001b[0m \u001b[38;5;66;03m# a language code rather than a language name.\u001b[39;00m\n\u001b[1;32m 117\u001b[0m query_order \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 118\u001b[0m (\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcodes\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mId\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[1;32m 119\u001b[0m (\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcodes\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPart2B\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 125\u001b[0m (\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mname_index\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInverted_Name\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[1;32m 126\u001b[0m )\n\u001b[0;32m--> 127\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_get_language\u001b[49m\u001b[43m(\u001b[49m\u001b[43muser_input\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mquery_order\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/iso639/language.py:206\u001b[0m, in \u001b[0;36m_get_language\u001b[0;34m(user_input, query_order)\u001b[0m\n\u001b[1;32m 203\u001b[0m id_field \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mI_Id\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m table \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmacrolanguages\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mId\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 204\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _query_db(table, id_field, part3)\n\u001b[0;32m--> 206\u001b[0m from_codes \u001b[38;5;241m=\u001b[39m \u001b[43mquery_for_id\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcodes\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mfetchone()\n\u001b[1;32m 207\u001b[0m from_name_index \u001b[38;5;241m=\u001b[39m query_for_id(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mname_index\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mfetchall()\n\u001b[1;32m 208\u001b[0m from_macrolanguages \u001b[38;5;241m=\u001b[39m query_for_id(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmacrolanguages\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mfetchone()\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/iso639/language.py:204\u001b[0m, in \u001b[0;36m_get_language.<locals>.query_for_id\u001b[0;34m(table)\u001b[0m\n\u001b[1;32m 202\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mquery_for_id\u001b[39m(table: \u001b[38;5;28mstr\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m sqlite3\u001b[38;5;241m.\u001b[39mCursor:\n\u001b[1;32m 203\u001b[0m id_field \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mI_Id\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m table \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmacrolanguages\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mId\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 204\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_query_db\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtable\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mid_field\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpart3\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/feide-docs-rag-gFFTYVbQ-py3.12/lib/python3.12/site-packages/iso639/language.py:161\u001b[0m, in \u001b[0;36m_query_db\u001b[0;34m(table, field, x)\u001b[0m\n\u001b[1;32m 160\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m_query_db\u001b[39m(table: \u001b[38;5;28mstr\u001b[39m, field: \u001b[38;5;28mstr\u001b[39m, x: \u001b[38;5;28mstr\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m sqlite3\u001b[38;5;241m.\u001b[39mCursor:\n\u001b[0;32m--> 161\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_DB\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mSELECT * FROM \u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mtable\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m where \u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mfield\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m = ?\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
+ "\u001b[0;31mInterfaceError\u001b[0m: bad parameter or other API misuse"
]
},
{
- "name": "stdout",
+ "name": "stderr",
"output_type": "stream",
"text": [
- "Setting up vectorstore...\n",
- "Documents split into 362 chunks.\n",
- "Added batch 1 of 1\n",
- "All 362 document chunks added to vectorstore.\n"
+ "100%|██████████| 216/216 [00:40<00:00, 28.17it/s]"
]
}
],
@@ -575,8 +599,8 @@
" web_loader_function=load_docs_from_web,\n",
" random_state=42,\n",
").get_docs()\n",
- "vectorstore = VectorStore(CollectionName.DEFAULT.value, db_connection_string, docs=docs)\n",
- "await vectorstore.setup_vectorstore(docs = docs)\n",
+ "vectorstore = VectorStore(CollectionName.TEST.value, db_connection_string, docs=docs)\n",
+ "await vectorstore.setup_vectorstore(docs=docs)\n",
"\n",
"# Initialize the context chain\n",
"context_chain = LangChainService(llm, vectorstore, feide_templates).context_chain"
diff --git a/deployment.yaml b/deployment.yaml
index 3779ccfa18e86a4714f7701c779ba420ada47740..b2bc177b00e297063c9a5511121a0e4bfd0457c1 100644
--- a/deployment.yaml
+++ b/deployment.yaml
@@ -51,6 +51,13 @@ spec:
exec:
command: ["/bin/sleep", "15"]
env:
+ - name: RUNNING_ENVIRONMENT
+ value: $RUNNING_ENVIRONMENT
+ - name: ACCESS_TOKEN_DOCS_GITLAB
+ valueFrom:
+ secretKeyRef:
+ name: $CI_ENVIRONMENT_SLUG-app-secrets
+ key: ACCESS_TOKEN_DOCS_GITLAB
- name: AZURE_OPENAI_API_KEY
valueFrom:
secretKeyRef:
@@ -131,6 +138,7 @@ metadata:
build_id: "$CI_JOB_ID"
type: Opaque
stringData:
+ ACCESS_TOKEN_DOCS_GITLAB: $ACCESS_TOKEN_DOCS_GITLAB
AZURE_OPENAI_API_KEY: $AZURE_OPENAI_API_KEY
AZURE_OPENAI_ENDPOINT: $AZURE_OPENAI_ENDPOINT
AZURE_OPENAI_API_VERSION: $AZURE_OPENAI_API_VERSION
diff --git a/feide_docs_rag/app.py b/feide_docs_rag/app.py
index 3b0460aaf0abf5f8390bcf2b410867921886dcb2..0b8ef069e0afba1962212e8014b3c7f91d6f88fe 100644
--- a/feide_docs_rag/app.py
+++ b/feide_docs_rag/app.py
@@ -1,4 +1,24 @@
-from feide_docs_rag.feide_chain import chain_service
-from rag_utils import DefaultRagApp
+from contextlib import asynccontextmanager
+from feide_docs_rag.feide_chain import chain_service, update_vectorstore, vectorstore
+from rag_utils import DefaultRagApp # type: ignore
+from apscheduler.schedulers.asyncio import AsyncIOScheduler # type: ignore
+from apscheduler.triggers.cron import CronTrigger # type: ignore
+import pytz
-app = DefaultRagApp(chain_service)
+# Initialize the scheduler at module level
+scheduler = AsyncIOScheduler()
+
+
+@asynccontextmanager
+async def lifespan(app: DefaultRagApp):
+ # Startup: Schedule and start the job
+ scheduler.add_job(
+ update_vectorstore, args=[vectorstore], trigger=CronTrigger(hour=0, minute=0, timezone=pytz.timezone("CET"))
+ )
+ scheduler.start()
+ yield
+ # Shutdown: Clean up scheduler
+ scheduler.shutdown()
+
+
+app = DefaultRagApp(chain_service, lifespan=lifespan)
diff --git a/feide_docs_rag/collection_name.py b/feide_docs_rag/collection_name.py
deleted file mode 100644
index 892539852c96650dd32531a6af8bca41869818ed..0000000000000000000000000000000000000000
--- a/feide_docs_rag/collection_name.py
+++ /dev/null
@@ -1,6 +0,0 @@
-from enum import Enum
-
-
-class CollectionName(Enum):
- DEFAULT = "feide_combined"
- TEST = "feide_combined_test"
diff --git a/feide_docs_rag/data_loader/docs_updater.py b/feide_docs_rag/data_loader/docs_updater.py
new file mode 100644
index 0000000000000000000000000000000000000000..eea88ed99b94b709905f1ff82fbfef12618c85c7
--- /dev/null
+++ b/feide_docs_rag/data_loader/docs_updater.py
@@ -0,0 +1,82 @@
+import shutil
+import zipfile
+import gitlab
+from pathlib import Path
+from typing import Optional
+
+
+class DocsUpdater:
+ def __init__(self, gitlab_url: str, gitlab_token: str | None, gitlab_project_id: int, document_path: str):
+ self.gitlab_url = gitlab_url
+ self.gitlab_token = gitlab_token
+ self.gitlab_project_id = gitlab_project_id
+ self.document_path = document_path
+ self._last_commit_hash_file = Path(self.document_path) / ".last_commit_hash"
+
+ def _get_latest_commit_hash(self, project) -> str:
+ """Get the latest commit hash from the default branch."""
+ return project.commits.list(ref_name="master", per_page=1)[0].id
+
+ def _save_commit_hash(self, commit_hash: str):
+ """Save the commit hash to a file."""
+ self._last_commit_hash_file.write_text(commit_hash)
+
+ def _get_saved_commit_hash(self) -> Optional[str]:
+ """Get the previously saved commit hash."""
+ if self._last_commit_hash_file.exists():
+ return self._last_commit_hash_file.read_text().strip()
+ return None
+
+ def sync_gitlab_repository(self) -> bool:
+ """
+ Synchronize the documentation from GitLab repository if there are changes.
+ Returns True if sync was performed, False otherwise.
+ """
+ if not all([self.gitlab_url, self.gitlab_token, self.gitlab_project_id]):
+ raise ValueError("GitLab credentials are not set")
+
+ gl = gitlab.Gitlab(self.gitlab_url, private_token=self.gitlab_token)
+ project = gl.projects.get(self.gitlab_project_id)
+
+ latest_commit_hash = self._get_latest_commit_hash(project)
+ saved_commit_hash = self._get_saved_commit_hash()
+
+ if latest_commit_hash == saved_commit_hash:
+ return False
+
+ doc_path = Path(self.document_path)
+ doc_path.mkdir(parents=True, exist_ok=True)
+
+ for item in doc_path.glob("*"):
+ if item != self._last_commit_hash_file:
+ if item.is_dir():
+ shutil.rmtree(item)
+ else:
+ item.unlink()
+
+ temp_zip = Path("temp_repo.zip")
+ with temp_zip.open("wb") as f:
+ project.repository_archive(format="zip", streamed=True, action=f.write)
+
+ with zipfile.ZipFile(temp_zip, "r") as zip_ref:
+ root_dir = zip_ref.namelist()[0]
+ zip_ref.extractall(self.document_path)
+
+ nested_path = Path(self.document_path) / root_dir
+ for item in nested_path.iterdir():
+ target_path = doc_path / item.name
+ if target_path != self._last_commit_hash_file:
+ item.rename(target_path)
+
+ nested_path.rmdir()
+
+ temp_zip.unlink()
+ self._save_commit_hash(latest_commit_hash)
+ return True
+
+ def update_docs(self):
+ updated = self.sync_gitlab_repository()
+ if updated:
+ print("Documentation updated from GitLab")
+ else:
+ print("Documentation is up to date")
diff --git a/feide_docs_rag/env_config.py b/feide_docs_rag/env_config.py
new file mode 100644
index 0000000000000000000000000000000000000000..c504c86436d51d1caefeb48ce7e838baccf9f848
--- /dev/null
+++ b/feide_docs_rag/env_config.py
@@ -0,0 +1,21 @@
+import os
+from enum import Enum
+
+
+class CollectionName(Enum):
+ PROD = "feide_combined"
+ STAGE = "feide_combined_stage"
+ TEST = "feide_combined_test"
+ DEV = "feide_combined_test"
+
+
+RUNNING_ENVIRONMENT: str = os.environ.get("RUNNING_ENVIRONMENT", "development")
+
+env_config = {
+ "production": "PROD",
+ "stage": "STAGE",
+ "test": "TEST",
+ "development": "DEV",
+}
+
+collection_name = CollectionName[env_config[RUNNING_ENVIRONMENT]].value
diff --git a/feide_docs_rag/evaluator.py b/feide_docs_rag/evaluator.py
index 67f0c432d5f3f2648339bed5c4b6c008f8cd51c4..ccda2fc4e1454cbc378e66909de3e5c5296125b3 100644
--- a/feide_docs_rag/evaluator.py
+++ b/feide_docs_rag/evaluator.py
@@ -5,11 +5,11 @@ import os
from langchain_openai import AzureChatOpenAI
from langchain_core.rate_limiters import InMemoryRateLimiter
-from deepeval.metrics import ContextualRelevancyMetric, AnswerRelevancyMetric, FaithfulnessMetric, HallucinationMetric
+from deepeval.metrics import ContextualRelevancyMetric, AnswerRelevancyMetric, FaithfulnessMetric, HallucinationMetric # type: ignore
from feide_docs_rag.feide_chain import chain_service
-from rag_utils.test_utils.model_wrapper import TestModelWrapper
-from rag_utils.test_utils.test_functions import evaluate_chain
+from rag_utils.test_utils.model_wrapper import TestModelWrapper # type: ignore
+from rag_utils.test_utils.test_functions import evaluate_chain # type: ignore
if sys.platform == "win32":
asyncio.set_event_loop_policy(asyncio.WindowsSelectorEventLoopPolicy())
@@ -46,11 +46,7 @@ async def main():
"jeg har problemer å logge inn med Feide. Hva gjør jeg?",
]
- await evaluate_chain(
- chain_service.context_chain,
- queries,
- [contextual_relevancy, answer_relevancy, faithfulness]
- )
+ await evaluate_chain(chain_service.context_chain, queries, [contextual_relevancy, answer_relevancy, faithfulness])
if __name__ == "__main__":
diff --git a/feide_docs_rag/feide_chain.py b/feide_docs_rag/feide_chain.py
index fd1d6069d186f1acc54d3ba31dfa6d330dd2fad3..bfc46ea79763ecc0a4b801c01e82afae18b3d7fa 100644
--- a/feide_docs_rag/feide_chain.py
+++ b/feide_docs_rag/feide_chain.py
@@ -8,23 +8,26 @@ https://github.com/langchain-ai/langserve/blob/main/examples/conversational_retr
import os
import sys
import asyncio
+from datetime import datetime
+import pytz
from langchain_core.rate_limiters import InMemoryRateLimiter
from langchain_openai import AzureChatOpenAI, AzureOpenAIEmbeddings
from feide_docs_rag.database import db_connection_string
-
-# from .configuration import FeideConfiguration
-from rag_utils import LangChainService
-from rag_utils import VectorStore
-from .collection_name import CollectionName
-
-# from .data_loader.loader import load_docs_from_web
+from rag_utils import LangChainService # type: ignore
+from rag_utils import VectorStore # type: ignore
+from .env_config import collection_name
+from .configuration import FeideConfiguration
+from .data_loader.loader import load_docs_from_web
from .feide_prompts import feide_templates
+from .data_loader.docs_updater import DocsUpdater
if sys.platform == "win32":
asyncio.set_event_loop_policy(asyncio.WindowsSelectorEventLoopPolicy())
+RUNNING_ENVIRONMENT: str = os.environ.get("RUNNING_ENVIRONMENT", "development")
+
rate_limiter = InMemoryRateLimiter(
requests_per_second=0.75,
check_every_n_seconds=0.1, # Wake up every 100 ms to check whether allowed to make a request,
@@ -38,15 +41,8 @@ llm = AzureChatOpenAI(
rate_limiter=rate_limiter,
)
-# docs = FeideConfiguration(
-# base_url="https://docs.feide.no",
-# document_path="feide_docs_rag/local_docs",
-# web_loader_function=load_docs_from_web,
-# random_state=42,
-# ).get_docs()
-
vectorstore = VectorStore(
- CollectionName.DEFAULT.value,
+ collection_name,
db_connection_string,
embeddings=AzureOpenAIEmbeddings(
api_version=os.environ["AZURE_OPENAI_API_VERSION"],
@@ -57,3 +53,23 @@ vectorstore = VectorStore(
)
chain_service = LangChainService(llm, vectorstore, feide_templates)
+
+
+async def update_vectorstore(vectorstore: VectorStore):
+ """Update the vector store with fresh data from the web."""
+ DocsUpdater(
+ gitlab_url="https://gitlab.sikt.no",
+ gitlab_token=os.getenv("ACCESS_TOKEN_DOCS_GITLAB"),
+ gitlab_project_id=1141,
+ document_path="feide_docs_rag/local_docs",
+ ).update_docs()
+
+ docs = FeideConfiguration(
+ base_url="https://docs.feide.no",
+ document_path="feide_docs_rag/local_docs",
+ web_loader_function=load_docs_from_web,
+ random_state=42,
+ ).get_docs()
+
+ await vectorstore.setup_vectorstore(docs)
+ print(f"Vector store updated at {datetime.now(pytz.timezone('CET'))}")
diff --git a/feide_docs_rag/feide_prompts.py b/feide_docs_rag/feide_prompts.py
index 8743022945118910be7671a314badd8cf8ce5c56..3f90c335f9a63374785ee6e247ededc2a936f473 100644
--- a/feide_docs_rag/feide_prompts.py
+++ b/feide_docs_rag/feide_prompts.py
@@ -1,4 +1,4 @@
-from rag_utils import PromptTemplates
+from rag_utils import PromptTemplates # type: ignore
# Here are the prompts used for the RAG setup. One for condensing a chat history with an incoming question
# to a standalone question to be used to retrieve relevant documents.
diff --git a/poetry.lock b/poetry.lock
index cf96d1bc13dbc479dc1b115b265ea2da0c8d66b6..237b3fdd4ea0323df4f64e1b45ca712b269ad6a3 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,17 @@
# This file is automatically @generated by Poetry 2.0.0 and should not be changed by hand.
+[[package]]
+name = "aiofiles"
+version = "24.1.0"
+description = "File support for asyncio."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+ {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"},
+ {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"},
+]
+
[[package]]
name = "aiohappyeyeballs"
version = "2.4.4"
@@ -184,6 +196,34 @@ files = [
{file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
]
+[[package]]
+name = "apscheduler"
+version = "3.11.0"
+description = "In-process task scheduler with Cron-like capabilities"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+ {file = "APScheduler-3.11.0-py3-none-any.whl", hash = "sha256:fc134ca32e50f5eadcc4938e3a4545ab19131435e851abb40b34d63d5141c6da"},
+ {file = "apscheduler-3.11.0.tar.gz", hash = "sha256:4c622d250b0955a65d5d0eb91c33e6d43fd879834bf541e0a18661ae60460133"},
+]
+
+[package.dependencies]
+tzlocal = ">=3.0"
+
+[package.extras]
+doc = ["packaging", "sphinx", "sphinx-rtd-theme (>=1.3.0)"]
+etcd = ["etcd3", "protobuf (<=3.21.0)"]
+gevent = ["gevent"]
+mongodb = ["pymongo (>=3.0)"]
+redis = ["redis (>=3.0)"]
+rethinkdb = ["rethinkdb (>=2.4.0)"]
+sqlalchemy = ["sqlalchemy (>=1.4)"]
+test = ["APScheduler[etcd,mongodb,redis,rethinkdb,sqlalchemy,tornado,zookeeper]", "PySide6", "anyio (>=4.5.2)", "gevent", "pytest", "pytz", "twisted"]
+tornado = ["tornado (>=4.3)"]
+twisted = ["twisted"]
+zookeeper = ["kazoo"]
+
[[package]]
name = "argon2-cffi"
version = "23.1.0"
@@ -293,14 +333,14 @@ files = [
[[package]]
name = "attrs"
-version = "24.3.0"
+version = "25.1.0"
description = "Classes Without Boilerplate"
optional = false
python-versions = ">=3.8"
groups = ["main", "dev"]
files = [
- {file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"},
- {file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"},
+ {file = "attrs-25.1.0-py3-none-any.whl", hash = "sha256:c75a69e28a550a7e93789579c22aa26b0f5b83b75dc4e08fe092980051e1090a"},
+ {file = "attrs-25.1.0.tar.gz", hash = "sha256:1c97078a80c814273a76b2a298a932eb681c87415c11dee0a6921de7f1b02c3e"},
]
[package.extras]
@@ -467,7 +507,6 @@ files = [
{file = "cffi-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:d016c76bdd850f3c626af19b0542c9677ba156e4ee4fccfdd7848803533ef662"},
{file = "cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824"},
]
-markers = {main = "platform_python_implementation != \"PyPy\""}
[package.dependencies]
pycparser = "*"
@@ -743,38 +782,38 @@ vision = ["Pillow (>=9.4.0)"]
[[package]]
name = "debugpy"
-version = "1.8.11"
+version = "1.8.12"
description = "An implementation of the Debug Adapter Protocol for Python"
optional = false
python-versions = ">=3.8"
groups = ["dev"]
files = [
- {file = "debugpy-1.8.11-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:2b26fefc4e31ff85593d68b9022e35e8925714a10ab4858fb1b577a8a48cb8cd"},
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[[package]]
name = "deepeval"
version = "1.3.5"
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name = "deprecated"
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+version = "1.2.18"
description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
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+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools", "tox"]
[[package]]
name = "dill"
@@ -968,19 +988,34 @@ idna = ">=2.0.0"
[[package]]
name = "emoji"
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description = "Emoji for Python"
optional = false
python-versions = ">=3.7"
groups = ["main"]
files = [
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dev = ["coverage", "pytest (>=7.4.4)"]
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+python-versions = ">=3.8"
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+[package.extras]
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+
[[package]]
name = "execnet"
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@@ -998,14 +1033,14 @@ testing = ["hatch", "pre-commit", "pytest", "tox"]
[[package]]
name = "executing"
-version = "2.1.0"
+version = "2.2.0"
description = "Get the currently executing AST node of a frame, and other information"
optional = false
python-versions = ">=3.8"
groups = ["dev"]
files = [
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[[package]]
name = "filelock"
-version = "3.16.1"
+version = "3.17.0"
description = "A platform independent file lock."
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["main"]
files = [
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[[package]]
@@ -1574,14 +1609,14 @@ files = [
[[package]]
name = "huggingface-hub"
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+version = "0.28.0"
description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
optional = false
python-versions = ">=3.8.0"
groups = ["main"]
files = [
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typing-extensions = ">=3.7.4.3"
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inference = ["aiohttp"]
-quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.5.0)"]
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tensorflow = ["graphviz", "pydot", "tensorflow"]
tensorflow-testing = ["keras (<3.0)", "tensorflow"]
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name = "langchain"
-version = "0.3.14"
+version = "0.3.16"
description = "Building applications with LLMs through composability"
optional = false
python-versions = "<4.0,>=3.9"
groups = ["main"]
files = [
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langchain-text-splitters = ">=0.3.3,<0.4.0"
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numpy = {version = ">=1.26.2,<3", markers = "python_version >= \"3.12\""}
pydantic = ">=2.7.4,<3.0.0"
PyYAML = ">=5.3"
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[[package]]
name = "langchain-community"
-version = "0.3.14"
+version = "0.3.16"
description = "Community contributed LangChain integrations."
optional = false
python-versions = "<4.0,>=3.9"
groups = ["main"]
files = [
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numpy = {version = ">=1.26.2,<3", markers = "python_version >= \"3.12\""}
pydantic-settings = ">=2.4.0,<3.0.0"
PyYAML = ">=5.3"
@@ -2338,19 +2373,19 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
[[package]]
name = "langchain-core"
-version = "0.3.29"
+version = "0.3.32"
description = "Building applications with LLMs through composability"
optional = false
python-versions = "<4.0,>=3.9"
groups = ["main"]
files = [
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jsonpatch = ">=1.33,<2.0"
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packaging = ">=23.2,<25"
pydantic = [
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@@ -2452,14 +2487,14 @@ server = ["fastapi (>=0.90.1,<1)", "sse-starlette (>=1.3.0,<2.0.0)"]
[[package]]
name = "langsmith"
-version = "0.2.10"
+version = "0.3.2"
description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
optional = false
python-versions = "<4.0,>=3.9"
groups = ["main"]
files = [
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[[package]]
name = "python-json-logger"
@@ -4696,19 +4738,20 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
[[package]]
name = "rag-utils"
-version = "1.0.3"
+version = "1.0.4"
description = "Utilities for getting started with RAG."
optional = false
python-versions = ">=3.12,<4.0"
groups = ["main"]
files = [
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deepeval = "1.3.5"
fastapi = ">=0.111.1,<0.112.0"
+greenlet = ">=3.1.1,<4.0.0"
httpx = "0.27.2"
langchain = ">=0.3.8,<0.4.0"
langchain-community = ">=0.3.8,<0.4.0"
@@ -4727,14 +4770,14 @@ reference = "sikt-ai-utils"
[[package]]
name = "ragas"
-version = "0.2.10"
+version = "0.2.12"
description = ""
optional = false
python-versions = ">=3.9"
groups = ["main"]
files = [
- {file = "ragas-0.2.10-py3-none-any.whl", hash = "sha256:4f5a8ac2dea70e64f4cdf1461b0234c57c4cc5e7be67e90b86f965a9ebbf7f31"},
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[package.dependencies]
@@ -4749,7 +4792,6 @@ nest-asyncio = "*"
numpy = "*"
openai = ">1"
pydantic = ">=2"
-pysbd = ">=0.3.4"
tiktoken = "*"
[package.extras]
@@ -4879,19 +4921,20 @@ all = ["numpy"]
[[package]]
name = "referencing"
-version = "0.35.1"
+version = "0.36.2"
description = "JSON Referencing + Python"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["dev"]
files = [
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- {file = "referencing-0.35.1.tar.gz", hash = "sha256:25b42124a6c8b632a425174f24087783efb348a6f1e0008e63cd4466fedf703c"},
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]
[package.dependencies]
attrs = ">=22.2.0"
rpds-py = ">=0.7.0"
+typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}
[[package]]
name = "regex"
@@ -5082,14 +5125,14 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
[[package]]
name = "rich-toolkit"
-version = "0.12.0"
+version = "0.13.2"
description = "Rich toolkit for building command-line applications"
optional = false
python-versions = ">=3.8"
groups = ["main"]
files = [
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]
[package.dependencies]
@@ -5369,14 +5412,14 @@ win32 = ["pywin32"]
[[package]]
name = "sentry-sdk"
-version = "2.19.2"
+version = "2.20.0"
description = "Python client for Sentry (https://sentry.io)"
optional = false
python-versions = ">=3.6"
groups = ["main"]
files = [
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[package.dependencies]
@@ -5421,6 +5464,7 @@ sqlalchemy = ["sqlalchemy (>=1.2)"]
starlette = ["starlette (>=0.19.1)"]
starlite = ["starlite (>=1.48)"]
tornado = ["tornado (>=6)"]
+unleash = ["UnleashClient (>=6.0.1)"]
[[package]]
name = "setuptools"
@@ -5854,6 +5898,33 @@ rich = ">=10.11.0"
shellingham = ">=1.3.0"
typing-extensions = ">=3.7.4.3"
+[[package]]
+name = "types-beautifulsoup4"
+version = "4.12.0.20241020"
+description = "Typing stubs for beautifulsoup4"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
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+
+[package.dependencies]
+types-html5lib = "*"
+
+[[package]]
+name = "types-html5lib"
+version = "1.1.11.20241018"
+description = "Typing stubs for html5lib"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
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+]
+
[[package]]
name = "types-python-dateutil"
version = "2.9.0.20241206"
@@ -5866,6 +5937,18 @@ files = [
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]
+[[package]]
+name = "types-pytz"
+version = "2024.2.0.20241221"
+description = "Typing stubs for pytz"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
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+
[[package]]
name = "types-requests"
version = "2.32.0.20241016"
@@ -5911,26 +5994,44 @@ typing-extensions = ">=3.7.4"
[[package]]
name = "tzdata"
-version = "2024.2"
+version = "2025.1"
description = "Provider of IANA time zone data"
optional = false
python-versions = ">=2"
groups = ["main"]
files = [
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+ {file = "tzdata-2025.1.tar.gz", hash = "sha256:24894909e88cdb28bd1636c6887801df64cb485bd593f2fd83ef29075a81d694"},
]
+[[package]]
+name = "tzlocal"
+version = "5.2"
+description = "tzinfo object for the local timezone"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+
+[package.dependencies]
+tzdata = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+devenv = ["check-manifest", "pytest (>=4.3)", "pytest-cov", "pytest-mock (>=3.3)", "zest.releaser"]
+
[[package]]
name = "unstructured"
-version = "0.16.12"
+version = "0.16.17"
description = "A library that prepares raw documents for downstream ML tasks."
optional = false
python-versions = "<3.13,>=3.9.0"
groups = ["main"]
files = [
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@@ -5943,7 +6044,6 @@ filetype = "*"
html5lib = "*"
langdetect = "*"
lxml = "*"
-ndjson = "*"
nltk = "*"
numpy = "<2"
psutil = "*"
@@ -5958,19 +6058,19 @@ unstructured-client = "*"
wrapt = "*"
[package.extras]
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csv = ["pandas"]
doc = ["python-docx (>=1.1.2)"]
docx = ["python-docx (>=1.1.2)"]
epub = ["pypandoc"]
huggingface = ["langdetect", "sacremoses", "sentencepiece", "torch", "transformers"]
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+image = ["effdet", "google-cloud-vision", "onnx", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypdf", "unstructured-inference (>=0.8.6)", "unstructured.pytesseract (>=0.3.12)"]
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md = ["markdown"]
odt = ["pypandoc", "python-docx (>=1.1.2)"]
org = ["pypandoc"]
paddleocr = ["paddlepaddle (==3.0.0b1)", "unstructured.paddleocr (==2.8.1.0)"]
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ppt = ["python-pptx (>=1.0.1)"]
pptx = ["python-pptx (>=1.0.1)"]
rst = ["pypandoc"]
@@ -5980,40 +6080,28 @@ xlsx = ["networkx", "openpyxl", "pandas", "xlrd"]
[[package]]
name = "unstructured-client"
-version = "0.25.9"
+version = "0.29.0"
description = "Python Client SDK for Unstructured API"
optional = false
-python-versions = ">=3.8"
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groups = ["main"]
files = [
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cryptography = ">=3.1"
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httpx = ">=0.27.0"
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nest-asyncio = ">=1.6.0"
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pypdf = ">=4.0"
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requests-toolbelt = ">=1.0.0"
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-dev = ["pylint (==3.1.0)"]
+typing-inspect = ">=0.9.0,<0.10.0"
[[package]]
name = "uri-template"
@@ -6266,81 +6354,81 @@ test = ["websockets"]
[[package]]
name = "websockets"
-version = "14.1"
+version = "14.2"
description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
optional = false
python-versions = ">=3.9"
groups = ["main"]
files = [
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+]
+
+[package.dependencies]
+cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\""}
+
+[package.extras]
+cffi = ["cffi (>=1.11)"]
+
[metadata]
lock-version = "2.1"
python-versions = ">=3.12,<3.13"
-content-hash = "ff4c5141c5d0bc3ae6ceaba6e79d4e5adc0703a57dad7d08fe661e49af8a7ca8"
+content-hash = "d64971bdbfbdfc928dfaa118a635cab89a256c47ee0759dcf2c97b18303f44a6"
diff --git a/pyproject.toml b/pyproject.toml
index a58ede96c2c54d58bac5edb643097f6b2e28c4fb..a9f52bee2054535c3a9bf717d8f0bec273c97c8c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,6 +32,9 @@ pypandoc = "^1.13"
rank-bm25 = "^0.2.2"
rag-utils = {version = "^1.0.2", source = "sikt-ai-utils"}
unstructured = "^0.16.12"
+python-gitlab = "^5.3.1"
+pytz = "^2024.2"
+apscheduler = "^3.11.0"
[tool.poetry.group.dev.dependencies]
@@ -43,6 +46,9 @@ ipykernel = "^6.29.4"
types-requests = "^2.32.0.20240914"
tiktoken = "^0.8.0"
pytest-xdist = "^3.6.1"
+pandas-stubs = "^2.2.3.241126"
+types-beautifulsoup4 = "^4.12.0.20241020"
+types-pytz = "^2024.2.0.20241221"
[[tool.poetry.source]]
diff --git a/tests/test_rag_feide.py b/tests/test_rag_feide.py
index c3d1f8026660c93d71cb7bef703673e3a5880df4..d261d0c5701c48c4688977d18046256a28a53fd2 100644
--- a/tests/test_rag_feide.py
+++ b/tests/test_rag_feide.py
@@ -1,9 +1,9 @@
import sys
import pytest
import asyncio
-from deepeval import assert_test
-from deepeval.dataset import EvaluationDataset
-from deepeval.test_case import LLMTestCase
+from deepeval import assert_test # type: ignore
+from deepeval.dataset import EvaluationDataset # type: ignore
+from deepeval.test_case import LLMTestCase # type: ignore
from feide_docs_rag.feide_chain import chain_service
from feide_docs_rag.evaluator import (
@@ -11,7 +11,7 @@ from feide_docs_rag.evaluator import (
contextual_relevancy,
faithfulness,
)
-from rag_utils.test_utils.test_functions import make_test_cases
+from rag_utils.test_utils.test_functions import make_test_cases # type: ignore
if sys.platform == "win32":
asyncio.set_event_loop_policy(asyncio.WindowsSelectorEventLoopPolicy())