some finalish touches

README.md

@@ -2,8 +2,8 @@
 
 **ClimbingBoardGPT** is a unified transformer-style modeling project for climbing-board routes on:
 
-- **Tension Board 2 Mirror**
-- **Kilter Board Original**
+- **Tension Board 2 Mirror** (12ftx12ft)
+- **Kilter Board Original** (16ftx12ft)
 
 The project treats climbing-board problems as symbolic sequences of board-aware hold-role tokens. It supports:
 
@@ -637,6 +637,7 @@ models/joint_route_gpt_generator.pth
 models/joint_transformer_grade_predictor.pth
 data/processed/tokenized/token_metadata.csv
 data/processed/tokenized/token_vocab.json
+data/processed/tokenized/route_sequences.csv
 configs/
 images/
 src/climbingboardgpt/
@@ -675,7 +676,9 @@ Example prediction payload:
 }
 ```
 
-Board-size-specific generation is a planned future extension. For now, the demo uses the full TB2 12x12 and Kilter 16x12-style background images and placement sets.
+# Future Work
+- Board-size-specific generation is a planned future extension. For now, the demo uses the full TB2 12x12 and Kilter 16x12-style background images and placement sets.
+- "No Match" token and "No Match" options in the demo. 
 
 
 

docker-compose.webapp.yml

@@ -2,7 +2,7 @@ services:
   climbingboardgpt-webapp:
     build:
       context: .
-      dockerfile: Dockerfile.webapp
+      dockerfile: webapp/Dockerfile
     container_name: climbingboardgpt-webapp
     restart: unless-stopped
     ports:

webapp/Dockerfile

@@ -1,24 +1,35 @@
-FROM python:3.11-slim
+FROM python:3.12-slim
 
 ENV PYTHONDONTWRITEBYTECODE=1
 ENV PYTHONUNBUFFERED=1
 
 WORKDIR /app
 
-RUN apt-get update \
-    && apt-get install -y --no-install-recommends build-essential \
-    && rm -rf /var/lib/apt/lists/*
+# Install CPU-only PyTorch first (separate index, ~200MB vs ~2.5GB)
+RUN pip install --no-cache-dir \
+    --index-url https://download.pytorch.org/whl/cpu \
+    torch
 
-COPY requirements.txt pyproject.toml README.md ./
+# Install only runtime dependencies (no matplotlib, jupyter, etc.)
+COPY pyproject.toml README.md ./
 COPY src ./src
+
+RUN pip install --no-cache-dir -e . \
+    --no-deps \
+    && pip install --no-cache-dir \
+    numpy \
+    pandas \
+    scipy \
+    matplotlib \
+    scikit-learn \
+    fastapi \
+    "uvicorn[standard]" \
+    pydantic
+
 COPY configs ./configs
 COPY images ./images
 COPY webapp ./webapp
 
-RUN pip install --no-cache-dir --upgrade pip \
-    && pip install --no-cache-dir fastapi "uvicorn[standard]" pydantic \
-    && pip install --no-cache-dir -e .
-
 EXPOSE 8055
 
 CMD ["uvicorn", "webapp.app:app", "--host", "0.0.0.0", "--port", "8055"]