Refactor: UI Enhancements, Dependency Updates, and CI Fixes

Makefile

@@ -38,7 +38,12 @@ setup: ## Setup project with examples and database
 		fi; \
 	done
 	@echo "Setting up database..."
-	@uv run python -m demo_and_setup.first_experiment
+	@if [ "$(force)" = "true" ]; then \
+		echo "Force option detected. Recreating database."; \
+		uv run python -m demo_and_setup.first_experiment --force; \
+	else \
+		uv run python -m demo_and_setup.first_experiment; \
+	fi
 	@echo "$(GREEN)✅ Setup complete!$(NC)"
 	@echo "Edit .streamlit/secrets.toml with your credentials"
 

app.py

@@ -58,10 +58,10 @@
     st.write(f"Page mode: `{app_ctx.page_mode}`")
     st.write(app_ctx.selected)
 
-experiments_page = st.Page("src/ui/experiments/page.py", title="Experiments", url_path="experiments")
-observations_page = st.Page("src/ui/observations/page.py", title="Observations", url_path="observations")
-planner_page = st.Page("src/ui/planner/page.py", title="Planner", url_path="planner")
-results_page = st.Page("src/ui/results/page.py", title="Results", url_path="results")
+experiments_page = st.Page("src/ui/experiments/page.py", title="Experiments", url_path="experiments", icon=":material/science:")
+observations_page = st.Page("src/ui/observations/page.py", title="Observations", url_path="observations", icon=":material/table_chart:")
+planner_page = st.Page("src/ui/planner/page.py", title="Planner", url_path="planner", icon=":material/event:")
+results_page = st.Page("src/ui/results/page.py", title="Results", url_path="results", icon=":material/analytics:")
 
 pg = st.navigation([
     experiments_page,

assistant/core/schemas.py

@@ -6,7 +6,7 @@
 from typing import Any, Literal
 
 from pydantic import BaseModel, Field
-from pydantic_ai.usage import Usage
+from pydantic_ai.usage import RunUsage
 
 from assistant.vdb import VectorDB
 
@@ -98,7 +98,7 @@ class OrchestrationResult:
 
     output: AgentsOutput
     message_history: list[Any]
-    usage: Usage
+    usage: RunUsage
     thinking: str | None
 
 
@@ -110,7 +110,7 @@ class AssistantResponse:
     """
 
     output: AgentsOutput
-    usage: Usage
+    usage: RunUsage
     thinking: str | None
 
 
@@ -123,4 +123,4 @@ class ChatHistory:
     """
 
     message_history: list[Any]
-    usage: Usage
+    usage: RunUsage

assistant/core/service.py

@@ -12,7 +12,7 @@
     pass
 
 from cachetools import TTLCache  # type: ignore[import-untyped]
-from pydantic_ai.usage import Usage
+from pydantic_ai.usage import RunUsage
 
 from assistant.core.agents import AgentOrchestrator
 from assistant.core.schemas import AssistantResponse, ChatHistory, Deps, UserData
@@ -46,7 +46,7 @@ async def process_request(self, data: UserData, deps: Deps) -> AssistantResponse
         """
 
         if data.chat_uid not in self.memory:
-            self.memory[data.chat_uid] = ChatHistory(message_history=[], usage=Usage())
+            self.memory[data.chat_uid] = ChatHistory(message_history=[], usage=RunUsage())
 
         chat_history = self.memory[data.chat_uid]
 

assistant/utils.py

@@ -14,7 +14,7 @@
     TextPart,
     ThinkingPart,
 )
-from pydantic_ai.usage import Usage
+from pydantic_ai.usage import RequestUsage
 
 from src.logger_setup import logger
 
@@ -74,10 +74,10 @@ def drop_empty_messages(messages: list[ModelMessage]) -> list[ModelMessage]:
                 cleaned.append(
                     ModelResponse(
                         parts=res_parts,
-                        usage=getattr(msg, "usage", None) or Usage(),
+                        usage=getattr(msg, "usage", None) or RequestUsage(),
                         model_name=getattr(msg, "model_name", None),
                         timestamp=getattr(msg, "timestamp", None) or datetime.now(),
-                        vendor_id=getattr(msg, "vendor_id", None),
+                        provider_response_id=getattr(msg, "provider_response_id", None),
                     )
                 )
 

assistant/vdb.py

@@ -7,6 +7,7 @@
 from typing import TYPE_CHECKING, Literal
 
 import chromadb
+from chromadb.config import Settings
 
 from src.logger_setup import logger
 from src.services.metric_register import Metrics
@@ -70,7 +71,7 @@ def __init__(
         self.metrics_directory: Path = Path(metrics_directory) if metrics_directory else Path(".")
         self.docs_directory: Path = Path(docs_directory)
         self.root_directory: Path = Path(root_directory)
-        self.chroma_client: ClientAPI = chromadb.Client()
+        self.chroma_client: ClientAPI = chromadb.Client(Settings(anonymized_telemetry=False))
         self.metric_collection: chromadb.Collection | None = None
         self.docs_collection: chromadb.Collection | None = None
         self.code_collection: chromadb.Collection | None = None