diff --git a/scripts/docker/tgi/compose.yaml b/scripts/docker/tgi/compose.yaml
new file mode 100644
index 000000000..d0a1f8c04
--- /dev/null
+++ b/scripts/docker/tgi/compose.yaml
@@ -0,0 +1,55 @@
+services:
+  text-generation-inference:
+    image: ghcr.io/huggingface/text-generation-inference:latest
+    network_mode: "host"
+    volumes:
+      - $HOME/.cache/huggingface:/data
+    ports:
+      - "5009:5009"
+    devices:
+      - nvidia.com/gpu=all
+    environment:
+      - CUDA_VISIBLE_DEVICES=0
+      - HF_HOME=/data
+      - HF_DATASETS_CACHE=/data
+      - HF_MODULES_CACHE=/data
+      - HF_HUB_CACHE=/data
+    command: ["--dtype", "bfloat16", "--usage-stats", "on", "--sharded", "false", "--model-id", "meta-llama/Llama-3.1-8B-Instruct", "--port", "5009", "--cuda-memory-fraction", "0.3"]
+    healthcheck:
+      test: ["CMD", "curl", "-f", "http://localhost:5009/health"]
+      interval: 5s
+      timeout: 5s
+      retries: 10
+    deploy:
+      resources:
+        reservations:
+          devices:
+          - driver: nvidia
+            # that's the closest analogue to --gpus; provide
+            # an integer amount of devices or 'all'
+            count: 1
+            # Devices are reserved using a list of capabilities, making
+            # capabilities the only required field. A device MUST
+            # satisfy all the requested capabilities for a successful
+            # reservation.
+            capabilities: [gpu]
+    runtime: nvidia
+  llamastack-local-cpu:
+    depends_on:
+      text-generation-inference:
+        condition: service_healthy
+    restart: on-failure
+    image: llamastack-local-cpu
+    network_mode: "host"
+    volumes:
+      - ~/.llama:/root/.llama
+      # Link to TGI run.yaml file
+      - ./tgi-run.yaml:/root/llamastack-run-tgi.yaml
+    ports:
+      - "5000:5000"
+    command: ["--yaml_config", "/root/llamastack-run-tgi.yaml"]
+    healthcheck:
+      test: ["CMD", "curl", "-f", "http://localhost:5009/health"]
+      interval: 5s
+      timeout: 5s
+      retries: 10
diff --git a/scripts/docker/tgi/tgi-run.yaml b/scripts/docker/tgi/tgi-run.yaml
new file mode 100644
index 000000000..e75f12db7
--- /dev/null
+++ b/scripts/docker/tgi/tgi-run.yaml
@@ -0,0 +1,59 @@
+version: '2'
+built_at: '2024-10-08T17:40:45.325529'
+image_name: local
+docker_image: null
+conda_env: local
+apis:
+- shields
+- agents
+- models
+- memory
+- memory_banks
+- inference
+- safety
+# - evals
+providers:
+  # evals:
+  # - provider_id: eleuther
+  #   provider_type: eleuther
+  #   config: {}
+  inference:
+  - provider_id: remote::tgi
+    provider_type: remote::tgi
+    config:
+      url: http://127.0.0.1:5009
+  # - provider_id: meta-reference
+  #   provider_type: meta-reference
+  #   config:
+  #     model: Llama3.1-8B-Instruct
+  #     quantization: null
+  #     torch_seed: null
+  #     max_seq_len: 4096
+  #     max_batch_size: 1
+  safety:
+  - provider_id: meta-reference
+    provider_type: meta-reference
+    config:
+      llama_guard_shield:
+        model: Llama-Guard-3-1B
+        excluded_categories: []
+        disable_input_check: false
+        disable_output_check: false
+      prompt_guard_shield:
+        model: Prompt-Guard-86M
+  memory:
+  - provider_id: meta-reference
+    provider_type: meta-reference
+    config: {}
+  agents:
+  - provider_id: meta-reference
+    provider_type: meta-reference
+    config:
+      persistence_store:
+        namespace: null
+        type: sqlite
+        db_path: /home/xiyan/.llama/runtime/kvstore.db
+  telemetry:
+  - provider_id: meta-reference
+    provider_type: meta-reference
+    config: {}