Upload README.md with huggingface_hub

README.md

@@ -25,6 +25,7 @@ accross various devices, can be found [here](https://aihub.qualcomm.com/models/l
 
 - **Model Type:** Text generation
 - **Model Stats:**
+  - Input sequence length for Prompt Processor: 128
   - Context length: 4096
   - Number of parameters: 8B
   - Model size: 4.8GB
@@ -37,39 +38,19 @@ accross various devices, can be found [here](https://aihub.qualcomm.com/models/l
   - Token generator input: 1 input token + position embeddings + attention mask + KV cache inputs
   - Token generator output: 1 output token + KV cache outputs
   - Use: Initiate conversation with prompt-processor and then token generator for subsequent iterations.
+  - Minimum QNN SDK version required: 2.27.7
+  - Supported languages: English.
+  - TTFT: Time To First Token is the time it takes to generate the first response token. This is expressed as a range because it varies based on the length of the prompt. The lower bound is for a short prompt (up to 128 tokens, i.e., one iteration of the prompt processor) and the upper bound is for a prompt using the full context length (4096 tokens).
+  - Response Rate: Rate of response generation after the first response token.
 
 | Model | Device | Chipset | Target Runtime | Response Rate (tokens per second) | Time To First Token (range, seconds)
 |---|---|---|---|---|---|
-| Llama-v3-8B-Chat | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 66.14 | 0.028 - 0.92 | -- | -- |
-| Llama-v3-8B-Chat | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 66.14 | 0.028 - 0.92 | -- | -- |
-| Llama-v3-8B-Chat | Samsung Galaxy S23 Ultra | Snapdragon® 8 Gen 2 | QNN | 66.14 | 0.028 - 0.92 | -- | -- |
-| Llama-v3-8B-Chat | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 66.14 | 0.028 - 0.92 | -- | -- |
-| Llama-v3-8B-Chat | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 66.14 | 0.028 - 0.92 | -- | -- |
+| Llama-v3-8B-Chat | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 12.9262 | 0.159383 - 5.100256 | -- | -- |
+| Llama-v3-8B-Chat | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 10.0367 | 0.211644 - 6.772608 | -- | -- |
 
 ## Deploying Llama 3 on-device
-  Please follow [this tutorial](https://github.com/quic/ai-hub-apps/tree/main/tutorials/llama)
-  to compile QNN binaries and generate bundle assets to run [ChatApp on Windows](https://github.com/quic/ai-hub-apps/tree/main/apps/windows/cpp/ChatApp) and on Android powered by QNN-Genie.
-
-## Sample output prompts generated on-device
-1. --prompt "where is California?"
-```
-------- Response Summary --------
-Prompt: where is California?
-Response: California is a state located on the West Coast of
-```
-
-2. --prompt "what is 2+3?" --max-output-tokens 30
-```
--------- Response Summary --------
-Prompt: what is 2+3?
-Response: 2 + 3 = 5
-```
-
-3. --prompt "what is superposition in Quantum Physics?" --max-output-tokens 30
-```
-Prompt: what is superposition in Quantum Physics?
-Response: Superposition is a fundamental concept in quantum mechanics, which is a branch of physics that studies the behavior of matter and energy at a very
-```
+
+Please follow the [LLM on-device deployment](https://github.com/quic/ai-hub-apps/tree/main/tutorials/llm_on_genie) tutorial.