diff --git a/models/continuous_batching/TheBloke--Llama-2-70B-chat-AWQ.yaml b/models/continuous_batching/TheBloke--Llama-2-70B-chat-AWQ.yaml
new file mode 100644
index 00000000..b49c201f
--- /dev/null
+++ b/models/continuous_batching/TheBloke--Llama-2-70B-chat-AWQ.yaml
@@ -0,0 +1,40 @@
+deployment_config:
+  autoscaling_config:
+    min_replicas: 1
+    initial_replicas: 1
+    max_replicas: 2
+    target_num_ongoing_requests_per_replica: 100
+    metrics_interval_s: 10.0
+    look_back_period_s: 30.0
+    smoothing_factor: 0.5
+    downscale_delay_s: 300.0
+    upscale_delay_s: 10.0
+  max_concurrent_queries: 256
+  ray_actor_options:
+    resources:
+      accelerator_type_a100_80g: 0.01
+engine_config:
+  model_id: TheBloke/Llama-2-70B-chat-AWQ
+  hf_model_id: TheBloke/Llama-2-70B-chat-AWQ
+  type: VLLMEngine
+  engine_kwargs:
+    quantization: awq
+    max_num_batched_tokens: 65536
+    max_num_seqs: 256
+  max_total_tokens: 4096
+  generation:
+    prompt_format:
+      system: "<<SYS>>\n{instruction}\n<</SYS>>\n\n"
+      assistant: " {instruction} </s><s>"
+      trailing_assistant: ""
+      user: "[INST] {system}{instruction} [/INST]"
+      system_in_user: true
+      default_system_message: ""
+    stopping_sequences: ["<unk>"]
+scaling_config:
+  num_workers: 1
+  num_gpus_per_worker: 1
+  num_cpus_per_worker: 8
+  placement_strategy: "STRICT_PACK"
+  resources_per_worker:
+    accelerator_type_a100_80g: 0.01
diff --git a/serve_configs/TheBloke--Llama-2-70B-chat-AWQ.yaml b/serve_configs/TheBloke--Llama-2-70B-chat-AWQ.yaml
new file mode 100644
index 00000000..523ed0d0
--- /dev/null
+++ b/serve_configs/TheBloke--Llama-2-70B-chat-AWQ.yaml
@@ -0,0 +1,7 @@
+applications:
+- name: ray-llm
+  route_prefix: /
+  import_path: rayllm.backend:router_application
+  args:
+    models:
+      - "./models/continuous_batching/TheBloke--Llama-2-70B-chat-AWQ.yaml"
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