front

.env.example

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+LLM_API_KEY=github_pat_...
+LLM_BASE_URL=https://models.github.ai/inference
+LLM_MODEL=openai/gpt-4.1-mini
+LLM_RPM=60
+
+EMBEDDER_API_KEY=github_pat_...
+EMBEDDER_BASE_URL=https://models.github.ai/inference
+EMBEDDER_MODEL=text-embedding-3-large
+EMBEDDER_DIM=3072
+
+RAGU_STORAGE=ragu_data

.gitattributes

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+*	-text
+*.woff	binary
+*.woff2	binary
+*.ttf	binary
+*.eot	binary
+*.otf	binary

.gitignore

@@ -1,3 +1,7 @@
+# $mol
+-*
+.DS_Store
+
 checkpoints/
 benchmark/*.json
 ragu_working_dir/
@@ -175,4 +179,4 @@ cython_debug/
 .ruff_cache/
 
 # PyPI configuration file
-.pypirc
+.pypirc

Dockerfile

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+# --- Frontend ---
+FROM node:20-alpine AS frontend
+
+RUN apk add --no-cache git
+
+WORKDIR /app
+RUN git clone --depth 1 https://github.com/hyoo-ru/mam.git . \
+    && npm install
+
+COPY front/ bog/RAGU/front/
+
+RUN npx mam bog/RAGU/front/app
+
+EXPOSE 9080
+
+CMD ["npm", "start"]
+
+
+# --- API ---
+FROM python:3.12-slim AS api
+
+WORKDIR /app
+
+COPY pyproject.toml ./
+COPY ragu/ ./ragu/
+RUN pip install --no-cache-dir .
+
+COPY server/ ./server/
+RUN pip install --no-cache-dir -r server/requirements.txt
+
+EXPOSE 8000
+
+CMD ["uvicorn", "server.main:app", "--host", "0.0.0.0", "--port", "8000"]

docker-compose.yml

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+services:
+  web:
+    build:
+      context: .
+      dockerfile: Dockerfile
+      target: frontend
+    ports:
+      - "9081:9080"
+    restart: unless-stopped
+    tty: true
+    stdin_open: true
+    develop:
+      watch:
+        - action: sync
+          path: ./front
+          target: /app/bog/RAGU/front
+
+    # http://localhost:9081/bog/RAGU/front/app/-/test.html
+
+  api:
+    platform: linux/arm64
+    build:
+      context: .
+      dockerfile: Dockerfile
+      target: api
+    ports:
+      - "8100:8000"
+    restart: unless-stopped
+    env_file: .env
+    environment:
+      - NUMBA_CPU_NAME=generic
+    volumes:
+      - ragu_data:/app/ragu_data
+    develop:
+      watch:
+        - action: sync+restart
+          path: ./server
+          target: /app/server
+
+    # http://localhost:8100/api/status
+
+volumes:
+  ragu_data:

front/app/app.meta.tree

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+include \/mol/offline/install

front/app/app.view.css.ts

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+namespace $.$$ {
+
+	$mol_style_define( $bog_RAGU_front_app, {
+
+		Documents: {
+			flex: {
+				basis: '30rem',
+				grow: 1,
+			},
+			Body: {
+				flex: {
+					grow: 1,
+				},
+			},
+		},
+
+		Doc_text: {
+			flex: {
+				grow: 1,
+			},
+			minHeight: '20rem',
+		},
+
+		Doc_file: {
+			alignItems: 'center',
+			gap: '.5rem',
+		},
+
+		Index_record: {
+			alignItems: 'center',
+			gap: '.5rem',
+		},
+
+		Settings_page: {
+			flex: {
+				basis: '25rem',
+			},
+		},
+
+	} )
+
+}

front/app/app.view.tree

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+$bog_RAGU_front_app $giper_bot
+	dialog_title @ \RAGU
+	api_url \http://localhost:8100
+	history? /
+	doc_text? \
+	doc_files? /
+	index_message? \
+	index_records? /
+	config_message? \
+	llm_api_key? \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
+	llm_base_url? \https://models.github.ai/inference
+	llm_model? \openai/gpt-4.1-mini
+	llm_rpm? \60
+	embedder_api_key? \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
+	embedder_base_url? \https://models.github.ai/inference
+	embedder_model? \text-embedding-3-large
+	embedder_dim? \3072
+	Doc_file* $mol_row
+		sub /
+			<= Doc_file_icon* $mol_icon_file
+			<= Doc_file_name* $mol_view
+				sub /
+					<= doc_file_name* \
+			<= Doc_file_remove* $mol_button_minor
+				click? <=> doc_file_remove*? null
+				sub /
+					<= Doc_file_remove_icon* $mol_icon_close
+	Index_record* $mol_row
+		sub /
+			<= Index_record_icon* $mol_icon_check
+			<= Index_record_info* $mol_view
+				sub /
+					<= index_record_text* \
+	Documents $mol_page
+		title @ \Documents
+		body /
+			<= Doc_text $mol_textarea
+				hint @ \Paste text to build knowledge graph...
+				value? <=> doc_text?
+			<= Doc_open $mol_button_open
+				title @ \Add Files
+				accept \.txt,.md,.csv,.json,.xml,.html,.docx
+				files? <=> doc_files_add? null
+			<= Doc_file_list $mol_list
+				rows <= doc_file_rows /
+			<= Index_submit $mol_button_major
+				title @ \Build Knowledge Graph
+				click? <=> index_submit? null
+			<= Index_message $mol_text
+				text <= index_message?
+			<= Index_record_list $mol_list
+				rows <= index_record_rows /
+	Settings_page $mol_page
+		title @ \Settings
+		body /
+			<= Llm_api_key $mol_form_field
+				name @ \LLM API Key
+				Content <= Llm_api_key_input $mol_string
+					hint \sk-...
+					value? <=> llm_api_key?
+			<= Llm_base_url $mol_form_field
+				name @ \LLM Base URL
+				Content <= Llm_base_url_input $mol_string
+					value? <=> llm_base_url?
+			<= Llm_model $mol_form_field
+				name @ \LLM Model
+				Content <= Llm_model_input $mol_string
+					value? <=> llm_model?
+			<= Llm_rpm $mol_form_field
+				name @ \LLM RPM
+				Content <= Llm_rpm_input $mol_string
+					value? <=> llm_rpm?
+			<= Embedder_api_key $mol_form_field
+				name @ \Embedder API Key
+				Content <= Embedder_api_key_input $mol_string
+					hint \sk-...
+					value? <=> embedder_api_key?
+			<= Embedder_base_url $mol_form_field
+				name @ \Embedder Base URL
+				Content <= Embedder_base_url_input $mol_string
+					value? <=> embedder_base_url?
+			<= Embedder_model $mol_form_field
+				name @ \Embedder Model
+				Content <= Embedder_model_input $mol_string
+					value? <=> embedder_model?
+			<= Embedder_dim $mol_form_field
+				name @ \Embedder Dim
+				Content <= Embedder_dim_input $mol_string
+					value? <=> embedder_dim?
+			<= Config_save $mol_button_major
+				title @ \Save
+				click? <=> config_save? null
+			<= Config_message $mol_text
+				text <= config_message?