Fixed RAG context -- it was using the wrong model for embedding

frontend/src/Controls.tsx

@@ -159,6 +159,7 @@ const Controls = ({ sessionId, setSnack, connectionBase }: ControlsParams) => {
       sendMessageHistoryLength(messageHistoryLength);
   
     }, [messageHistoryLength, setMessageHistoryLength, connectionBase, sessionId, setSnack]);
+
   const reset = async (types: ("rags" | "tools" | "history" | "system_prompt" | "message_history_length")[], message: string = "Update successful.") => {
       try {
         const response = await fetch(connectionBase + `/api/reset/${sessionId}`, {
@@ -406,6 +407,7 @@ const Controls = ({ sessionId, setSnack, connectionBase }: ControlsParams) => {
         </div>
       </AccordionActions>
     </Accordion>
+
     <Accordion>
       <AccordionSummary expandIcon={<ExpandMoreIcon />}>
         <Typography component="span">Tunables</Typography>
@@ -429,6 +431,7 @@ const Controls = ({ sessionId, setSnack, connectionBase }: ControlsParams) => {
         />
       </AccordionActions>
     </Accordion>
+
     <Accordion>
       <AccordionSummary expandIcon={<ExpandMoreIcon />}>
         <Typography component="span">Tools</Typography>
@@ -449,6 +452,7 @@ const Controls = ({ sessionId, setSnack, connectionBase }: ControlsParams) => {
           }</FormGroup>
       </AccordionActions>
     </Accordion>
+
     <Accordion>
       <AccordionSummary expandIcon={<ExpandMoreIcon />}>
         <Typography component="span">RAG</Typography>
@@ -457,12 +461,15 @@ const Controls = ({ sessionId, setSnack, connectionBase }: ControlsParams) => {
         These RAG databases can be enabled / disabled for adding additional context based on the chat request.
       </AccordionDetails>
       <AccordionActions>
-        <FormGroup sx={{ p: 1 }}>
+        <FormGroup sx={{ p: 1, flexGrow: 1, justifyContent: "flex-start" }}>
           {
             rags.map((rag, index) =>
-              <Box key={index}>
+              <Box key={index} sx={{ display: "flex", flexGrow: 1, flexDirection: "column" }}>
                 <Divider />
-                <FormControlLabel control={<Switch checked={rag.enabled} />} onChange={() => toggle("rag", index)} label={rag?.name} />
+                <FormControlLabel
+                  control={<Switch checked={rag.enabled} />}
+                  onChange={() => toggle("rag", index)} label={rag?.name}
+                />
                 <Typography>{rag?.description}</Typography>
               </Box>
             )

frontend/src/CopyBubble.tsx

@@ -0,0 +1,56 @@
+import { useState } from 'react';
+import ContentCopyIcon from '@mui/icons-material/ContentCopy';
+import CheckIcon from '@mui/icons-material/Check';
+import IconButton from '@mui/material/IconButton';
+import { Tooltip } from '@mui/material';
+import { SxProps, Theme } from '@mui/material';
+
+interface CopyBubbleProps {
+  content: string | undefined,
+  sx?: SxProps<Theme>;
+}
+
+const CopyBubble = ({
+  content,
+  sx,
+} : CopyBubbleProps) => {
+  const [copied, setCopied] = useState(false);
+
+  const handleCopy = () => {
+    if (content === undefined) {
+      return;
+    }
+
+    navigator.clipboard.writeText(content.trim()).then(() => {
+      setCopied(true);
+      setTimeout(() => setCopied(false), 2000); // Reset after 2 seconds
+    });
+  };
+
+return (
+  <Tooltip title="Copy to clipboard" placement="top" arrow>
+    <IconButton
+      onClick={handleCopy}
+      sx={{
+        position: 'absolute',
+        top: 0,
+        right: 0,
+        width: 24,
+        height: 24,
+        opacity: 0.75,
+        bgcolor: 'background.paper',
+        '&:hover': { bgcolor: 'action.hover', opacity: 1 },
+        ...sx,
+      }}
+      size="small"
+      color={copied ? "success" : "default"}
+    >
+      {copied ? <CheckIcon sx={{ width: 16, height: 16 }} /> : <ContentCopyIcon sx={{ width: 16, height: 16 }} />}
+    </IconButton>
+  </Tooltip>
+  );
+}
+
+export {
+  CopyBubble
+}

frontend/src/Message.tsx

@@ -12,22 +12,19 @@ import TableHead from '@mui/material/TableHead';
 import TableRow from '@mui/material/TableRow';
 import Box from '@mui/material/Box';
 import Button from '@mui/material/Button';
-import IconButton from '@mui/material/IconButton';
 import CardContent from '@mui/material/CardContent';
 import CardActions from '@mui/material/CardActions';
 import Collapse from '@mui/material/Collapse';
 import Typography from '@mui/material/Typography';
 import ExpandMoreIcon from '@mui/icons-material/ExpandMore';
 import { ExpandMore } from './ExpandMore';
-import ContentCopyIcon from '@mui/icons-material/ContentCopy';
-import CheckIcon from '@mui/icons-material/Check';
 
 import { ChatBubble } from './ChatBubble';
 import { StyledMarkdown } from './StyledMarkdown';
-import { Tooltip } from '@mui/material';
 
 import { VectorVisualizer } from './VectorVisualizer';
 import { SetSnackType } from './Snack';
+import { CopyBubble } from './CopyBubble';
 
 type MessageRoles = 'info' | 'user' | 'assistant' | 'system' | 'status' | 'error' | 'content';
 
@@ -127,7 +124,7 @@ const MessageMeta = ({ ...props }: MessageMetaProps) => {
           </Box>
         </AccordionSummary>
         <AccordionDetails>
-          <pre>{props.full_query}</pre>
+            <pre style={{ "display": "block", "position": "relative" }}><CopyBubble content={props.full_query.trim()} />{props.full_query.trim()}</pre>
         </AccordionDetails>
       </Accordion>
     }
@@ -221,20 +218,8 @@ const ChatQuery = ({ text, submitQuery }: ChatQueryInterface) => {
 
 const Message = ({ message, submitQuery, isFullWidth, sessionId, setSnack, connectionBase }: MessageProps) => {
   const [expanded, setExpanded] = useState<boolean>(false);
-  const [copied, setCopied] = useState(false);
   const textFieldRef = useRef(null);
 
-  const handleCopy = () => {
-    if (message === undefined || message.content === undefined) {
-      return;
-    }
-
-    navigator.clipboard.writeText(message.content.trim()).then(() => {
-      setCopied(true);
-      setTimeout(() => setCopied(false), 2000); // Reset after 2 seconds
-    });
-  };
-
   const handleExpandClick = () => {
     setExpanded(!expanded);
   };
@@ -266,25 +251,7 @@ const Message = ({ message, submitQuery, isFullWidth, sessionId, setSnack, conne
         overflowX: "auto"
       }}>
       <CardContent ref={textFieldRef} sx={{ position: "relative", display: "flex", flexDirection: "column", overflowX: "auto", m: 0, p: 0 }}>
-        <Tooltip title="Copy to clipboard" placement="top" arrow>
+        <CopyBubble content={message?.content} />
-          <IconButton
-            onClick={handleCopy}
-            sx={{
-              position: 'absolute',
-              top: 0,
-              right: 0,
-              width: 24,
-              height: 24,
-              opacity: 0.75,
-              bgcolor: 'background.paper',
-              '&:hover': { bgcolor: 'action.hover', opacity: 1 },
-            }}
-            size="small"
-            color={copied ? "success" : "default"}
-          >
-            {copied ? <CheckIcon sx={{ width: 16, height: 16 }} /> : <ContentCopyIcon sx={{ width: 16, height: 16 }} />}
-          </IconButton>
-        </Tooltip>
 
         {message.role !== 'user' ?
           <StyledMarkdown

src/server.py

@@ -123,6 +123,7 @@ def system_info(model):
         "Graphics Card": get_graphics_cards(),
         "CPU": get_cpu_info(),
         "LLM Model": model,
+        "Embedding Model": defines.embedding_model,
         "Context length": defines.max_context
     }
 

src/utils/defines.py

@@ -1,17 +1,17 @@
 import os
 
 ollama_api_url="http://ollama:11434"  # Default Ollama local endpoint
-#model = "deepseek-r1:7b" # Tool calls don't work
+#model = "deepseek-r1:7b" # Tool calls don"t work
-#model="mistral:7b"       # Tool calls don't work
+#model="mistral:7b"       # Tool calls don"t work
 #model = "llama3.2"
-model = os.getenv('MODEL_NAME', 'qwen2.5:7b')
+model = os.getenv("MODEL_NAME", "qwen2.5:7b")
-encoding_model="mxbai-embed-large"
+embedding_model = os.getenv("EMBEDDING_MODEL_NAME", "mxbai-embed-large")
-persist_directory = os.getenv('PERSIST_DIR', "/opt/backstory/chromadb")
+persist_directory = os.getenv("PERSIST_DIR", "/opt/backstory/chromadb")
 max_context = 2048*8*2
 doc_dir = "/opt/backstory/docs/"
 session_dir = "/opt/backstory/sessions"
-static_content = '/opt/backstory/frontend/deployed'
+static_content = "/opt/backstory/frontend/deployed"
-resume_doc = '/opt/backstory/docs/resume/generic.txt'
+resume_doc = "/opt/backstory/docs/resume/generic.txt"
 # Only used for testing; backstory-prod will not use this
-key_path = '/opt/backstory/keys/key.pem'
+key_path = "/opt/backstory/keys/key.pem"
-cert_path = '/opt/backstory/keys/cert.pem'
+cert_path = "/opt/backstory/keys/cert.pem"

src/utils/rag.py

@@ -16,6 +16,7 @@ import numpy as np
 import chromadb
 import ollama
 from langchain.text_splitter import CharacterTextSplitter
+from sentence_transformers import SentenceTransformer
 from langchain.schema import Document
 from watchdog.observers import Observer
 from watchdog.events import FileSystemEventHandler
@@ -34,9 +35,12 @@ __all__ = [
     'start_file_watcher'
 ]
 
+DEFAULT_CHUNK_SIZE=750
+DEFAULT_CHUNK_OVERLAP=100
+
 class ChromaDBFileWatcher(FileSystemEventHandler):
     def __init__(self, llm, watch_directory, loop, persist_directory=None, collection_name="documents", 
-                 chunk_size=500, chunk_overlap=200, recreate=False):
+                 chunk_size=DEFAULT_CHUNK_SIZE, chunk_overlap=DEFAULT_CHUNK_OVERLAP, recreate=False):
         self.llm = llm
         self.watch_directory = watch_directory
         self.persist_directory = persist_directory or defines.persist_directory
@@ -45,6 +49,8 @@ class ChromaDBFileWatcher(FileSystemEventHandler):
         self.chunk_overlap = chunk_overlap
         self.loop = loop
         
+        #self.embedding_model = SentenceTransformer('all-MiniLM-L6-v2')
+
         # Path for storing file hash state
         self.hash_state_path = os.path.join(self.persist_directory, f"{collection_name}_hash_state.json")
         
@@ -58,7 +64,9 @@ class ChromaDBFileWatcher(FileSystemEventHandler):
         # Setup text splitter
         self.text_splitter = CharacterTextSplitter(
             chunk_size=chunk_size, 
-            chunk_overlap=chunk_overlap
+            chunk_overlap=chunk_overlap,
+            separator="\n\n",  # Respect paragraph/section breaks
+            length_function=len
         )
         
         # Track file hashes and processing state
@@ -319,15 +327,22 @@ class ChromaDBFileWatcher(FileSystemEventHandler):
     
     def get_embedding(self, text, normalize=True):
         """Generate embeddings using Ollama."""
+        #response = self.embedding_model.encode(text)  # Outputs 384-dim vectors
+
         response = self.llm.embeddings(
-            model=defines.model, 
+            model=defines.embedding_model, 
-            prompt=text, 
+            prompt=text)
-            options={"num_ctx": self.chunk_size * 3} # No need waste ctx space
+        embedding = response['embedding']
-        )
+        
+        # response = self.llm.embeddings.create(
+        #     model=defines.embedding_model, 
+        #     input=text, 
+        #     options={"num_ctx": self.chunk_size * 3} # No need waste ctx space
+        # )
         if normalize:
-            normalized = self._normalize_embeddings(response["embedding"])
+            normalized = self._normalize_embeddings(embedding)
             return normalized
-        return response["embedding"]
+        return embedding
     
     def add_embeddings_to_collection(self, chunks):
         """Add embeddings for chunks to the collection."""