From bc6413d1d6e67f46e0de22772f0c8ae280688330 Mon Sep 17 00:00:00 2001 From: Ankith Gunapal Date: Tue, 26 Sep 2023 17:55:24 -0700 Subject: [PATCH 01/15] Llama2 Chat app --- examples/LLM/llama2/chat_app/Readme.md | 118 +++++++++++++++ examples/LLM/llama2/chat_app/client_app.py | 75 ++++++++++ .../LLM/llama2/chat_app/model-config.yaml | 7 + examples/LLM/llama2/chat_app/package_llama.sh | 46 ++++++ examples/LLM/llama2/chat_app/requirements.txt | 1 + .../llama2/chat_app/screenshots/Client.png | Bin 0 -> 94698 bytes .../llama2/chat_app/screenshots/Server.png | Bin 0 -> 120809 bytes .../llama2/chat_app/screenshots/Workers.png | Bin 0 -> 121494 bytes .../chat_app/screenshots/batch_size.png | Bin 0 -> 118122 bytes .../llama2/chat_app/torchserve_server_app.py | 138 ++++++++++++++++++ 10 files changed, 385 insertions(+) create mode 100644 examples/LLM/llama2/chat_app/Readme.md create mode 100644 examples/LLM/llama2/chat_app/client_app.py create mode 100644 examples/LLM/llama2/chat_app/model-config.yaml create mode 100755 examples/LLM/llama2/chat_app/package_llama.sh create mode 100644 examples/LLM/llama2/chat_app/requirements.txt create mode 100644 examples/LLM/llama2/chat_app/screenshots/Client.png create mode 100644 examples/LLM/llama2/chat_app/screenshots/Server.png create mode 100644 examples/LLM/llama2/chat_app/screenshots/Workers.png create mode 100644 examples/LLM/llama2/chat_app/screenshots/batch_size.png create mode 100644 examples/LLM/llama2/chat_app/torchserve_server_app.py diff --git a/examples/LLM/llama2/chat_app/Readme.md b/examples/LLM/llama2/chat_app/Readme.md new file mode 100644 index 0000000000..a132c3693a --- /dev/null +++ b/examples/LLM/llama2/chat_app/Readme.md @@ -0,0 +1,118 @@ + +# TorchServe Llama 2 Chatapp + +This is an example showing how to deploy a llama2 chat app using TorchServe. +We use [streamlit](https://github.com/streamlit/streamlit) to create the app + +We are using [llama-cpp-python](https://github.com/abetlen/llama-cpp-python) in this example + + +## Pre-requisites + +The following example has been tested on M1 Mac. +Before you install TorchServe, make sure you have the following installed +1) JDK 17 + +Make sure your javac version is `17.x.x` +``` +javac --version +javac 17.0.8 +``` +You can download it from [java](https://www.oracle.com/java/technologies/downloads/#jdk17-mac) +2) Install conda with support for arm64 + +3) Since we are running this example on Mac, we will use the 7B llama2 model. +Download llama2-7b weights by following instructions [here](https://github.com/pytorch/serve/tree/master/examples/large_models/Huggingface_accelerate/llama2#step-1-download-model-permission) + +4) Install streamlit with + +``` +python -m pip install -r requirements.txt +``` + + +### Steps + +#### Install TorchServe +Install TorchServe with the following steps + +``` +python ts_scripts/install_dependencies.py +pip install torchserve torch-model-archiver torch-workflow-archiver +``` + +#### Package model for TorchServe + +Run this script to create `llamacpp.tar.gz` to be loaded in TorchServe + +``` +source package_llama.sh +``` +This creates the quanitized weights in `$LLAMA2_WEIGHTS` + +For subsequent runs, we don't need to regenerate these weights. We only need to package the handler, model-config.yaml in the tar file. + +Hence, you can skip the model generation by running the script as follows + +``` +source package_llama.sh false +``` + +You might need to run the below command if the script output indicates it. +``` +sudo xcodebuild -license +``` + +#### Start TorchServe + +We launch a streamlit app to configure TorchServe. This opens a UI in your browser, which you can use to start/stop TorchServe, register model, change some of the TorchServe parameters + +``` +streamlit run torchserve_server_app.py +``` + +You can check the model status on the app to make sure the model is ready to receive requests + +![Server](./screenshots/Server.png) + +#### Client Chat App + +We launch a streamlit app from which a client can send requests to TorchServe. The reference app used is [here](https://blog.streamlit.io/how-to-build-a-llama-2-chatbot/) + +``` +streamlit run client_app.py +``` + +You can change the model parameters and ask the server questions in the following format + +``` +Question: What is the closest star to Earth ? Answer: +``` +results in + +``` +Question: What is the closest star to Earth ? Answer: The closest star to Earth is Proxima Centauri, which is located about 4. nobody knows if there is other life out there similar to ours or not, but it's pretty cool that we know of a star so close to us! +``` + +![Client](./screenshots/Client.png) + + +### Experiments + +You can launch a second client app from another terminal. + +You can send requests simulataneously to see how quickly TorchServe responds + +#### Dynamic Batching + +You can make use of dynamic batching in TorchServe by configuring the `batch_size` and `max_batch_delay` parameters in TorchServe. You can do this on the Server app. + +![Batch Size](./screenshots/batch_size.png) + +#### Backend Workers + +You can increase the number of backend workers in TorchServe by configuring `min_workers` parameter in TorchServe. You can do this on the Server app. + +The number of workers can be autoscaled based on the traffic and usage patterns + +![Workers](./screenshots/Workers.png) \ No newline at end of file diff --git a/examples/LLM/llama2/chat_app/client_app.py b/examples/LLM/llama2/chat_app/client_app.py new file mode 100644 index 0000000000..80fe1ae0c3 --- /dev/null +++ b/examples/LLM/llama2/chat_app/client_app.py @@ -0,0 +1,75 @@ +import streamlit as st +import os +import requests +import json + +# App title +st.set_page_config(page_title="🦙💬 Llama 2 Chatbot") + +# Replicate Credentials +with st.sidebar: + st.title('🦙💬 Llama 2 Chatbot') + + try: + res = requests.get(url="http://localhost:8080/ping") + res = requests.get(url="http://localhost:8081/models/llamacpp") + status = json.loads(res.text)[0]["workers"][0]["status"] + + if status == 'READY': + st.success('Proceed to entering your prompt message!', icon='👉') + else: + st.warning('Model not loaded in TorchServe', icon='⚠️') + + except requests.ConnectionError: + st.warning('TorchServe is not up. Try again', icon='⚠️') + + + st.subheader('Model parameters') + temperature = st.sidebar.slider('temperature', min_value=0.01, max_value=5.0, value=0.8, step=0.01) + top_p = st.sidebar.slider('top_p', min_value=0.01, max_value=1.0, value=0.95, step=0.01) + max_tokens = st.sidebar.slider('max_tokens', min_value=128, max_value=512, value=100, step=8) + +# Store LLM generated responses +if "messages" not in st.session_state.keys(): + st.session_state.messages = [{"role": "assistant", "content": "How may I assist you today?"}] + +# Display or clear chat messages +for message in st.session_state.messages: + with st.chat_message(message["role"]): + st.write(message["content"]) + +def clear_chat_history(): + st.session_state.messages = [{"role": "assistant", "content": "How may I assist you today?"}] +st.sidebar.button('Clear Chat History', on_click=clear_chat_history) + +# Function for generating LLaMA2 response. Refactored from https://github.com/a16z-infra/llama2-chatbot +def generate_llama2_response(prompt_input): + string_dialogue = "Question: What are the names of the planets in the solar system? Answer: " + headers = {"Content-type": "application/json", "Accept": "text/plain"} + url = "http://127.0.0.1:8080/predictions/llamacpp" + data = json.dumps({"prompt":prompt_input, "max_tokens": max_tokens, "top_p": top_p, + "temperature": temperature}) + + res = requests.post(url=url, data=data, headers=headers) + + return res.text + +# User-provided prompt +if prompt := st.chat_input(): + st.session_state.messages.append({"role": "user", "content": prompt}) + with st.chat_message("user"): + st.write(prompt) + +# Generate a new response if last message is not from assistant +if st.session_state.messages[-1]["role"] != "assistant": + with st.chat_message("assistant"): + with st.spinner("Thinking..."): + response = generate_llama2_response(prompt) + placeholder = st.empty() + full_response = '' + for item in response: + full_response += item + placeholder.markdown(full_response) + placeholder.markdown(full_response) + message = {"role": "assistant", "content": full_response} + st.session_state.messages.append(message) diff --git a/examples/LLM/llama2/chat_app/model-config.yaml b/examples/LLM/llama2/chat_app/model-config.yaml new file mode 100644 index 0000000000..f9a3fe56d7 --- /dev/null +++ b/examples/LLM/llama2/chat_app/model-config.yaml @@ -0,0 +1,7 @@ +# TorchServe frontend parameters +responseTimeout: 1200 + +handler: + model_name: "llama-cpp" + model_path: "/Users/agunapal/Documents/experiments/llama/ggml-model-q4_0.gguf" + manual_seed: 40 diff --git a/examples/LLM/llama2/chat_app/package_llama.sh b/examples/LLM/llama2/chat_app/package_llama.sh new file mode 100755 index 0000000000..b7f2f0f171 --- /dev/null +++ b/examples/LLM/llama2/chat_app/package_llama.sh @@ -0,0 +1,46 @@ + +# Check if the argument is empty or unset +if [ -z "$1" ]; then + echo "Missing Mandatory argument: Path to llama weights" + echo "Usage: ./package_llama.sh ./model/models--meta-llama--Llama-2-7b-chat-hf/snapshots/08751db2aca9bf2f7f80d2e516117a53d7450235" + exit 1 +fi + +MODEL_GENERATION="true" +LLAMA2_WEIGHTS="$1" + +if [ -n "$2" ]; then + MODEL_GENERATION="$2" +fi + +CMAKE_ARGS="-DLLAMA_METAL=on" pip install llama-cpp-python + +if [ "$MODEL_GENERATION" = "true" ]; then + echo "Cleaning up previous build of llama-cpp" + rm -rf build + git clone https://github.com/ggerganov/llama.cpp.git build + cd build + make + python -m pip install -r requirements.txt + + echo "Convert the 7B model to ggml FP16 format" + python convert.py $LLAMA2_WEIGHTS --outfile ggml-model-f16.gguf + + echo "Quantize the model to 4-bits (using q4_0 method)" + ./quantize ggml-model-f16.gguf ../ggml-model-q4_0.gguf q4_0 + + cd .. + export LLAMA2_Q4_MODEL=$PWD/ggml-model-q4_0.gguf + echo "Saved quantized model weights to $LLAMA2_Q4_MODEL" +fi + +echo "Creating torchserve model archive" +torch-model-archiver --model-name llamacpp --version 1.0 --handler llama_cpp_handler.py --config-file model-config.yaml --archive-format tgz + +mkdir -p model_store +mv llamacpp.tar.gz model_store/. 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z9L-!*y&0)`tF`vTCasQc&Q;L4|A1X@>(HoRV`*egW4z`>e)iu)myABLwM?U~9PboE z0pG+iU7k6a5-yhnVc?wqChpNwaSgDw6725uAN#|qAxB7y^&fA8yXxrQF#ewLzvfU) z45+i?7pTIH={BTu=bp%D6#p)I!65!^xRfz&-(>3)xqWDlSn*6Dm-%l>_{tG=X_bOT zNFXm71)a6w-qTzkJ_P0uycYcvz~2nJJOGqMWUucJSUj5WYk$cnuZsoPBKeL&>{SoK z6BF4=N=m8*t4d+uX+7w$ki$*~c@918g9`9q?n;y!-Ki-9o2CK5xTz8XlY)`RcWWuRdK4L&koFT`_IKKaKkcVFQoC*1V_@V>S Y;V+{zMY{1jXMn$F(uz+C9~t`nAB2~(*Z=?k literal 0 HcmV?d00001 diff --git a/examples/LLM/llama2/chat_app/torchserve_server_app.py b/examples/LLM/llama2/chat_app/torchserve_server_app.py new file mode 100644 index 0000000000..4fc8f61751 --- /dev/null +++ b/examples/LLM/llama2/chat_app/torchserve_server_app.py @@ -0,0 +1,138 @@ +import streamlit as st +import os +import requests +import json + + +MODEL_NAME = "llamacpp" +# App title +st.set_page_config(page_title="🦙💬 Llama 2 TorchServe Serve") + + +def start_server(): + os.system("torchserve --start --model-store model_store --ncs") + st.session_state.started = True + st.session_state.stopped = False + st.session_state.registered = False + +def stop_server(): + os.system("torchserve --stop") + st.session_state.stopped = True + st.session_state.started = False + st.session_state.registered = False + +def _register_model(url): + res = requests.post(url) + if res.status_code != 200: + server_state_container.error("Error registering model", icon='🚫') + st.session_state.started = True + return + st.session_state.registered = True + st.session_state.started = False + st.session_state.stopped = False + server_state_container.caption(res.text) + + +def register_model(): + if not st.session_state.started: + server_state_container.caption("TorchServe has stopped. Start it") + return + url = "http://localhost:8081/models?model_name=" + MODEL_NAME + "&url=" + MODEL_NAME + ".tar.gz" + "&initial_workers=1&synchronous=true" + _register_model(url) + +def get_status(): + + if st.session_state.registered: + url = "http://localhost:8081/models/" + MODEL_NAME + res = requests.get(url) + if res.status_code != 200: + model_state_container.error("Error getting model status", icon='🚫') + return + status = json.loads(res.text)[0] + model_state_container.write(status) + +def scale_workers(workers): + if st.session_state.registered: + num_workers = st.session_state[workers] + url = "http://localhost:8081/models/" + MODEL_NAME + "?min_worker=" + str(num_workers) + "&synchronous=true" + res = requests.put(url) + #if res.status_code != 200: + # state_container.write(res.text) + + server_state_container.caption(res.text) + +def set_batch_size(batch_size): + if st.session_state.registered: + url = "http://localhost:8081/models/" + MODEL_NAME + "/1.0" + res = requests.delete(url) + server_state_container.caption(res.text) + st.session_state.registered = False + + batch_size = st.session_state[batch_size] + url = "http://localhost:8081/models?model_name=" + MODEL_NAME + "&url=" + MODEL_NAME + ".tar.gz" + "&batch_size=" + str(batch_size) + "&initial_workers=" + str(workers) + "&synchronous=true" + "&max_batch_delay=" + str(max_batch_delay) + _register_model(url) + +def set_max_batch_delay(max_batch_delay): + if st.session_state.registered: + url = "http://localhost:8081/models/" + MODEL_NAME + "/1.0" + res = requests.delete(url) + server_state_container.caption(res.text) + st.session_state.registered = False + + max_batch_delay = st.session_state[max_batch_delay] + url = "http://localhost:8081/models?model_name=" + MODEL_NAME + "&url=" + MODEL_NAME + ".tar.gz" + "&batch_size=" + str(batch_size) + "&initial_workers=" + str(workers) + "&synchronous=true" + "&max_batch_delay=" + str(max_batch_delay) + _register_model(url) + +if 'started' not in st.session_state: + st.session_state.started = False +if 'stopped' not in st.session_state: + st.session_state.stopped = False +if 'registered' not in st.session_state: + st.session_state.registered = False + +# Replicate Credentials +with st.sidebar: + st.title('🦙💬 Llama 2 TorchServe Server ') + + st.button('Start Server', on_click=start_server) + st.button('Stop Server', on_click=stop_server) + st.button('Register Llama2', on_click=register_model) + workers = st.sidebar.slider('Num Workers', key="Num Workers", min_value=1, max_value=4, value=1, step=1, on_change=scale_workers, args=("Num Workers",)) + batch_size = st.sidebar.select_slider('Batch Size', key="Batch Size", options=[2 ** j for j in range(0, 8)], on_change=set_batch_size, args=("Batch Size",)) + max_batch_delay = st.sidebar.slider('Max Batch Delay', key="Max Batch Delay", min_value=100, max_value=10000, value=100, step=100, on_change=set_max_batch_delay, args=("Max Batch Delay",)) + + if st.session_state.started: + st.success('Started TorchServe', icon='✅') + + if st.session_state.stopped: + st.success('Stopped TorchServe', icon='✅') + + if st.session_state.registered: + st.success('Registered model', icon='✅') + +st.title("TorchServe Status") +server_state_container = st.container() +server_state_container.subheader('Server status:') + +if st.session_state.started: + server_state_container.success('Started TorchServe', icon='✅') + +if st.session_state.stopped: + server_state_container.success('Stopped TorchServe', icon='✅') + +if st.session_state.registered: + server_state_container.success('Registered model', icon='✅') + +model_state_container = st.container() +with model_state_container: + st.subheader("Model Status") + +with model_state_container: + st.button('Model Status', on_click=get_status) + + + + + + + From 4c09344ab7f756811eddd050efe9561df3d1a6ef Mon Sep 17 00:00:00 2001 From: Ankith Gunapal Date: Tue, 26 Sep 2023 18:37:35 -0700 Subject: [PATCH 02/15] fix lint --- examples/LLM/llama2/chat_app/client_app.py | 62 +++++--- .../llama2/chat_app/torchserve_server_app.py | 136 +++++++++++++----- ts_scripts/spellcheck_conf/wordlist.txt | 6 + 3 files changed, 147 insertions(+), 57 deletions(-) diff --git a/examples/LLM/llama2/chat_app/client_app.py b/examples/LLM/llama2/chat_app/client_app.py index 80fe1ae0c3..a006e6139f 100644 --- a/examples/LLM/llama2/chat_app/client_app.py +++ b/examples/LLM/llama2/chat_app/client_app.py @@ -1,59 +1,81 @@ -import streamlit as st -import os -import requests import json +import requests +import streamlit as st + # App title st.set_page_config(page_title="🦙💬 Llama 2 Chatbot") # Replicate Credentials with st.sidebar: - st.title('🦙💬 Llama 2 Chatbot') + st.title("🦙💬 Llama 2 Chatbot") try: res = requests.get(url="http://localhost:8080/ping") res = requests.get(url="http://localhost:8081/models/llamacpp") status = json.loads(res.text)[0]["workers"][0]["status"] - if status == 'READY': - st.success('Proceed to entering your prompt message!', icon='👉') + if status == "READY": + st.success("Proceed to entering your prompt message!", icon="👉") else: - st.warning('Model not loaded in TorchServe', icon='⚠️') + st.warning("Model not loaded in TorchServe", icon="⚠️") except requests.ConnectionError: - st.warning('TorchServe is not up. Try again', icon='⚠️') - + st.warning("TorchServe is not up. Try again", icon="⚠️") - st.subheader('Model parameters') - temperature = st.sidebar.slider('temperature', min_value=0.01, max_value=5.0, value=0.8, step=0.01) - top_p = st.sidebar.slider('top_p', min_value=0.01, max_value=1.0, value=0.95, step=0.01) - max_tokens = st.sidebar.slider('max_tokens', min_value=128, max_value=512, value=100, step=8) + st.subheader("Model parameters") + temperature = st.sidebar.slider( + "temperature", min_value=0.01, max_value=5.0, value=0.8, step=0.01 + ) + top_p = st.sidebar.slider( + "top_p", min_value=0.01, max_value=1.0, value=0.95, step=0.01 + ) + max_tokens = st.sidebar.slider( + "max_tokens", min_value=128, max_value=512, value=100, step=8 + ) # Store LLM generated responses if "messages" not in st.session_state.keys(): - st.session_state.messages = [{"role": "assistant", "content": "How may I assist you today?"}] + st.session_state.messages = [ + {"role": "assistant", "content": "How may I assist you today?"} + ] # Display or clear chat messages for message in st.session_state.messages: with st.chat_message(message["role"]): st.write(message["content"]) + def clear_chat_history(): - st.session_state.messages = [{"role": "assistant", "content": "How may I assist you today?"}] -st.sidebar.button('Clear Chat History', on_click=clear_chat_history) + st.session_state.messages = [ + {"role": "assistant", "content": "How may I assist you today?"} + ] + + +st.sidebar.button("Clear Chat History", on_click=clear_chat_history) + # Function for generating LLaMA2 response. Refactored from https://github.com/a16z-infra/llama2-chatbot def generate_llama2_response(prompt_input): - string_dialogue = "Question: What are the names of the planets in the solar system? Answer: " + string_dialogue = ( + "Question: What are the names of the planets in the solar system? Answer: " + ) headers = {"Content-type": "application/json", "Accept": "text/plain"} url = "http://127.0.0.1:8080/predictions/llamacpp" - data = json.dumps({"prompt":prompt_input, "max_tokens": max_tokens, "top_p": top_p, - "temperature": temperature}) + data = json.dumps( + { + "prompt": prompt_input, + "max_tokens": max_tokens, + "top_p": top_p, + "temperature": temperature, + } + ) res = requests.post(url=url, data=data, headers=headers) return res.text + # User-provided prompt if prompt := st.chat_input(): st.session_state.messages.append({"role": "user", "content": prompt}) @@ -66,7 +88,7 @@ def generate_llama2_response(prompt_input): with st.spinner("Thinking..."): response = generate_llama2_response(prompt) placeholder = st.empty() - full_response = '' + full_response = "" for item in response: full_response += item placeholder.markdown(full_response) diff --git a/examples/LLM/llama2/chat_app/torchserve_server_app.py b/examples/LLM/llama2/chat_app/torchserve_server_app.py index 4fc8f61751..2b924d60c9 100644 --- a/examples/LLM/llama2/chat_app/torchserve_server_app.py +++ b/examples/LLM/llama2/chat_app/torchserve_server_app.py @@ -1,8 +1,8 @@ -import streamlit as st -import os -import requests import json +import os +import requests +import streamlit as st MODEL_NAME = "llamacpp" # App title @@ -15,16 +15,18 @@ def start_server(): st.session_state.stopped = False st.session_state.registered = False + def stop_server(): os.system("torchserve --stop") st.session_state.stopped = True st.session_state.started = False st.session_state.registered = False + def _register_model(url): res = requests.post(url) if res.status_code != 200: - server_state_container.error("Error registering model", icon='🚫') + server_state_container.error("Error registering model", icon="🚫") st.session_state.started = True return st.session_state.registered = True @@ -37,30 +39,45 @@ def register_model(): if not st.session_state.started: server_state_container.caption("TorchServe has stopped. Start it") return - url = "http://localhost:8081/models?model_name=" + MODEL_NAME + "&url=" + MODEL_NAME + ".tar.gz" + "&initial_workers=1&synchronous=true" + url = ( + "http://localhost:8081/models?model_name=" + + MODEL_NAME + + "&url=" + + MODEL_NAME + + ".tar.gz" + + "&initial_workers=1&synchronous=true" + ) _register_model(url) -def get_status(): +def get_status(): if st.session_state.registered: url = "http://localhost:8081/models/" + MODEL_NAME res = requests.get(url) if res.status_code != 200: - model_state_container.error("Error getting model status", icon='🚫') + model_state_container.error("Error getting model status", icon="🚫") return status = json.loads(res.text)[0] model_state_container.write(status) + def scale_workers(workers): if st.session_state.registered: num_workers = st.session_state[workers] - url = "http://localhost:8081/models/" + MODEL_NAME + "?min_worker=" + str(num_workers) + "&synchronous=true" + url = ( + "http://localhost:8081/models/" + + MODEL_NAME + + "?min_worker=" + + str(num_workers) + + "&synchronous=true" + ) res = requests.put(url) - #if res.status_code != 200: + # if res.status_code != 200: # state_container.write(res.text) server_state_container.caption(res.text) + def set_batch_size(batch_size): if st.session_state.registered: url = "http://localhost:8081/models/" + MODEL_NAME + "/1.0" @@ -69,9 +86,23 @@ def set_batch_size(batch_size): st.session_state.registered = False batch_size = st.session_state[batch_size] - url = "http://localhost:8081/models?model_name=" + MODEL_NAME + "&url=" + MODEL_NAME + ".tar.gz" + "&batch_size=" + str(batch_size) + "&initial_workers=" + str(workers) + "&synchronous=true" + "&max_batch_delay=" + str(max_batch_delay) + url = ( + "http://localhost:8081/models?model_name=" + + MODEL_NAME + + "&url=" + + MODEL_NAME + + ".tar.gz" + + "&batch_size=" + + str(batch_size) + + "&initial_workers=" + + str(workers) + + "&synchronous=true" + + "&max_batch_delay=" + + str(max_batch_delay) + ) _register_model(url) + def set_max_batch_delay(max_batch_delay): if st.session_state.registered: url = "http://localhost:8081/models/" + MODEL_NAME + "/1.0" @@ -80,59 +111,90 @@ def set_max_batch_delay(max_batch_delay): st.session_state.registered = False max_batch_delay = st.session_state[max_batch_delay] - url = "http://localhost:8081/models?model_name=" + MODEL_NAME + "&url=" + MODEL_NAME + ".tar.gz" + "&batch_size=" + str(batch_size) + "&initial_workers=" + str(workers) + "&synchronous=true" + "&max_batch_delay=" + str(max_batch_delay) + url = ( + "http://localhost:8081/models?model_name=" + + MODEL_NAME + + "&url=" + + MODEL_NAME + + ".tar.gz" + + "&batch_size=" + + str(batch_size) + + "&initial_workers=" + + str(workers) + + "&synchronous=true" + + "&max_batch_delay=" + + str(max_batch_delay) + ) _register_model(url) -if 'started' not in st.session_state: + +if "started" not in st.session_state: st.session_state.started = False -if 'stopped' not in st.session_state: +if "stopped" not in st.session_state: st.session_state.stopped = False -if 'registered' not in st.session_state: +if "registered" not in st.session_state: st.session_state.registered = False # Replicate Credentials with st.sidebar: - st.title('🦙💬 Llama 2 TorchServe Server ') - - st.button('Start Server', on_click=start_server) - st.button('Stop Server', on_click=stop_server) - st.button('Register Llama2', on_click=register_model) - workers = st.sidebar.slider('Num Workers', key="Num Workers", min_value=1, max_value=4, value=1, step=1, on_change=scale_workers, args=("Num Workers",)) - batch_size = st.sidebar.select_slider('Batch Size', key="Batch Size", options=[2 ** j for j in range(0, 8)], on_change=set_batch_size, args=("Batch Size",)) - max_batch_delay = st.sidebar.slider('Max Batch Delay', key="Max Batch Delay", min_value=100, max_value=10000, value=100, step=100, on_change=set_max_batch_delay, args=("Max Batch Delay",)) + st.title("🦙💬 Llama 2 TorchServe Server ") + + st.button("Start Server", on_click=start_server) + st.button("Stop Server", on_click=stop_server) + st.button("Register Llama2", on_click=register_model) + workers = st.sidebar.slider( + "Num Workers", + key="Num Workers", + min_value=1, + max_value=4, + value=1, + step=1, + on_change=scale_workers, + args=("Num Workers",), + ) + batch_size = st.sidebar.select_slider( + "Batch Size", + key="Batch Size", + options=[2**j for j in range(0, 8)], + on_change=set_batch_size, + args=("Batch Size",), + ) + max_batch_delay = st.sidebar.slider( + "Max Batch Delay", + key="Max Batch Delay", + min_value=100, + max_value=10000, + value=100, + step=100, + on_change=set_max_batch_delay, + args=("Max Batch Delay",), + ) if st.session_state.started: - st.success('Started TorchServe', icon='✅') + st.success("Started TorchServe", icon="✅") if st.session_state.stopped: - st.success('Stopped TorchServe', icon='✅') + st.success("Stopped TorchServe", icon="✅") if st.session_state.registered: - st.success('Registered model', icon='✅') + st.success("Registered model", icon="✅") st.title("TorchServe Status") server_state_container = st.container() -server_state_container.subheader('Server status:') +server_state_container.subheader("Server status:") if st.session_state.started: - server_state_container.success('Started TorchServe', icon='✅') + server_state_container.success("Started TorchServe", icon="✅") if st.session_state.stopped: - server_state_container.success('Stopped TorchServe', icon='✅') + server_state_container.success("Stopped TorchServe", icon="✅") if st.session_state.registered: - server_state_container.success('Registered model', icon='✅') + server_state_container.success("Registered model", icon="✅") model_state_container = st.container() with model_state_container: st.subheader("Model Status") with model_state_container: - st.button('Model Status', on_click=get_status) - - - - - - - + st.button("Model Status", on_click=get_status) diff --git a/ts_scripts/spellcheck_conf/wordlist.txt b/ts_scripts/spellcheck_conf/wordlist.txt index 2bc696ac93..160a48429b 100644 --- a/ts_scripts/spellcheck_conf/wordlist.txt +++ b/ts_scripts/spellcheck_conf/wordlist.txt @@ -1095,3 +1095,9 @@ PreprocessCallCount AOT microbatches tokenization +Chatapp +autoscaled +cpp +javac +llamacpp +streamlit From 5c70f467e576b7393eaedc6645c1d8999f3f0815 Mon Sep 17 00:00:00 2001 From: Ankith Gunapal Date: Tue, 26 Sep 2023 18:40:22 -0700 Subject: [PATCH 03/15] fix lint --- examples/LLM/llama2/chat_app/Readme.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/examples/LLM/llama2/chat_app/Readme.md b/examples/LLM/llama2/chat_app/Readme.md index a132c3693a..4bc4defb77 100644 --- a/examples/LLM/llama2/chat_app/Readme.md +++ b/examples/LLM/llama2/chat_app/Readme.md @@ -37,7 +37,7 @@ python -m pip install -r requirements.txt Install TorchServe with the following steps ``` -python ts_scripts/install_dependencies.py +python ts_scripts/install_dependencies.py pip install torchserve torch-model-archiver torch-workflow-archiver ``` @@ -46,9 +46,9 @@ pip install torchserve torch-model-archiver torch-workflow-archiver Run this script to create `llamacpp.tar.gz` to be loaded in TorchServe ``` -source package_llama.sh +source package_llama.sh ``` -This creates the quanitized weights in `$LLAMA2_WEIGHTS` +This creates the quantized weights in `$LLAMA2_WEIGHTS` For subsequent runs, we don't need to regenerate these weights. We only need to package the handler, model-config.yaml in the tar file. @@ -101,7 +101,7 @@ Question: What is the closest star to Earth ? Answer: The closest star to Earth You can launch a second client app from another terminal. -You can send requests simulataneously to see how quickly TorchServe responds +You can send requests simultaneously to see how quickly TorchServe responds #### Dynamic Batching @@ -115,4 +115,4 @@ You can increase the number of backend workers in TorchServe by configuring `mi The number of workers can be autoscaled based on the traffic and usage patterns -![Workers](./screenshots/Workers.png) \ No newline at end of file +![Workers](./screenshots/Workers.png) From e82eab0f7b09ba6a8cc1fca1fe81b8c1a0f80b75 Mon Sep 17 00:00:00 2001 From: Ankith Gunapal Date: Wed, 27 Sep 2023 14:07:44 -0700 Subject: [PATCH 04/15] Added system architecture diagram --- examples/LLM/llama2/chat_app/Readme.md | 7 +++++++ ts_scripts/spellcheck_conf/wordlist.txt | 1 + 2 files changed, 8 insertions(+) diff --git a/examples/LLM/llama2/chat_app/Readme.md b/examples/LLM/llama2/chat_app/Readme.md index 4bc4defb77..fdd5e6e4b2 100644 --- a/examples/LLM/llama2/chat_app/Readme.md +++ b/examples/LLM/llama2/chat_app/Readme.md @@ -6,6 +6,13 @@ We use [streamlit](https://github.com/streamlit/streamlit) to create the app We are using [llama-cpp-python](https://github.com/abetlen/llama-cpp-python) in this example +You can run this example on your laptop to understand how to use TorchServe + + +## Architecture + +![Chatbot Architecture](./screenshots/architecture.png) + ## Pre-requisites diff --git a/ts_scripts/spellcheck_conf/wordlist.txt b/ts_scripts/spellcheck_conf/wordlist.txt index 04abda320b..240b01c16c 100644 --- a/ts_scripts/spellcheck_conf/wordlist.txt +++ b/ts_scripts/spellcheck_conf/wordlist.txt @@ -1102,3 +1102,4 @@ javac llamacpp streamlit tp +quantized From cbea55687c916d7c01ecfad8c71bbe88aa04966a Mon Sep 17 00:00:00 2001 From: Ankith Gunapal Date: Wed, 27 Sep 2023 14:08:59 -0700 Subject: [PATCH 05/15] Added system architecture diagram --- .../chat_app/screenshots/architecture.png | Bin 0 -> 45160 bytes 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zI`O5kQVl>{Ni{$7b!wxqG`zVPX%LJO$N?l0?{o7ZC2b}UXyLr%2?s8p$a>y8Q0RB% zo-pQesH9l)<4WVmva+&wrtj%`hx)i!rXliHOwB7S26p-n2aq!&6m zI>#8weA4nSmQKHL2M0)Dpu^-H>~$jcU;!S3GGI$jXETJYZx?kB+j>F-+9t($Ary)x zB4Y;=ElrNT6$~dPP6scPs95+O&Im+Sa~+h|feJNz-s{4p@gTf?7cM^%^d%Vw_%F8b z{mV}Xo+1@2A;MS_1|EvP#<#q>$q+2zZ^sfs!d7mEV6->Oco%Tipv$67an{R0DW6Q8$6{9EBPErx0}*;#pKEQtkCyAgJQLs@DgOLWP?$ENXG@BiAlPe&AA^ zFN)}h2pi;dh*V8FOjgY2JeIAl6*Oi4K&aRq0!=+46z$_#~AzRVU} z1gCV@t0u|n>|L_c2K%3}2;WGQ@x$K2m}a?m961$u;)h-S&rYc&WwHh1`5-}uIk7!z5o72g?NMgW^7qYqU{`+kBS&AsRu1I zo22*~z4AT@wJE`M-L)&_7V~CIooh;bT^D92rlv#Oy_aJ7+r{Vlh0e2_x2Rl!8ucwL z&d$Pve`ersQ$J?~az*A9|a<>+_7-=K1xz zvOG|1A+DdY^9q$ftDxHq>$(dXUCy%iS8j>Oar|1YCP};GPrmy8e4`+XZEEuONrr`9 z6#65#Kh=DoQhvB_MS0Oj{%dI^tEN~q#}-WFAPX>5#aLuxs@)0#?uCT@bu7;SsgDeq zLW%oUS(txcj}wQ5WlQuU)?Ev}iCYgZ7uiEx{$E=PtYlhlmRB9-Zx|DBQ(ieyO#VwoE1sXb0;676^<(%4*x+ZM{=vWU^^RWr EKm8Kpz5oCK literal 0 HcmV?d00001 From e7f87f94f807acc2ba862ad41b2fab4dbe97e73d Mon Sep 17 00:00:00 2001 From: Ankith Gunapal Date: Thu, 28 Sep 2023 16:43:03 -0700 Subject: [PATCH 09/15] handler code --- .../LLM/llama2/chat_app/llama_cpp_handler.py | 57 +++++++++++++++++++ 1 file changed, 57 insertions(+) create mode 100644 examples/LLM/llama2/chat_app/llama_cpp_handler.py diff --git a/examples/LLM/llama2/chat_app/llama_cpp_handler.py b/examples/LLM/llama2/chat_app/llama_cpp_handler.py new file mode 100644 index 0000000000..a26778efc8 --- /dev/null +++ b/examples/LLM/llama2/chat_app/llama_cpp_handler.py @@ -0,0 +1,57 @@ +import logging +import os +from abc import ABC + +import torch +from llama_cpp import Llama + +from ts.torch_handler.base_handler import BaseHandler + +logger = logging.getLogger(__name__) + + +class LlamaCppHandler(BaseHandler, ABC): + def __init__(self): + super(LlamaCppHandler, self).__init__() + self.initialized = False + logger.info("Init done") + + def initialize(self, ctx): + """In this initialize function, the HF large model is loaded and + partitioned using DeepSpeed. + Args: + ctx (context): It is a JSON Object containing information + pertaining to the model artifacts parameters. + """ + logger.info("Start initialize") + model_name = ctx.model_yaml_config["handler"]["model_name"] + model_path = ctx.model_yaml_config["handler"]["model_path"] + if not os.path.exists(model_path): + model_path = os.environ["LLAMA2_Q4_MODEL"] + seed = int(ctx.model_yaml_config["handler"]["manual_seed"]) + torch.manual_seed(seed) + + self.model = Llama(model_path=model_path) + + def preprocess(self, data): + for row in data: + item = row.get("body") + return item + + def inference(self, data): + result = self.model.create_completion( + data["prompt"], + max_tokens=data["max_tokens"], + top_p=data["top_p"], + temperature=data["temperature"], + stop=["Q:", "\n"], + echo=True, + ) + tokens = self.model.tokenize(bytes(data["prompt"], "utf-8")) + return result + + def postprocess(self, output): + logger.info(output) + result = [] + result.append(output["choices"][0]["text"]) + return result From 041d85bafdc3ce94f7e10d8bd557e20faf2fa8bb Mon Sep 17 00:00:00 2001 From: Ankith Gunapal Date: Thu, 28 Sep 2023 16:57:10 -0700 Subject: [PATCH 10/15] lint --- ts_scripts/spellcheck_conf/wordlist.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/ts_scripts/spellcheck_conf/wordlist.txt b/ts_scripts/spellcheck_conf/wordlist.txt index 240b01c16c..88b5eafd81 100644 --- a/ts_scripts/spellcheck_conf/wordlist.txt +++ b/ts_scripts/spellcheck_conf/wordlist.txt @@ -1103,3 +1103,4 @@ llamacpp streamlit tp quantized +Chatbot From ff675c27412a30a41431973026259910562f3375 Mon Sep 17 00:00:00 2001 From: Ankith Gunapal Date: Fri, 29 Sep 2023 12:08:05 -0700 Subject: [PATCH 11/15] review comments --- examples/LLM/llama2/chat_app/Readme.md | 9 +++++++++ examples/LLM/llama2/chat_app/torchserve_server_app.py | 6 +----- 2 files changed, 10 insertions(+), 5 deletions(-) diff --git a/examples/LLM/llama2/chat_app/Readme.md b/examples/LLM/llama2/chat_app/Readme.md index fdd5e6e4b2..57010410af 100644 --- a/examples/LLM/llama2/chat_app/Readme.md +++ b/examples/LLM/llama2/chat_app/Readme.md @@ -70,6 +70,15 @@ You might need to run the below command if the script output indicates it. sudo xcodebuild -license ``` +The script is setting an env variable `LLAMA2_Q4_MODEL` and using this in the handler. In an actual use-case, you would set the path to the weights in `model-config.yaml` + +``` +handler: + model_name: "llama-cpp" + model_path: " Date: Fri, 29 Sep 2023 12:19:44 -0700 Subject: [PATCH 12/15] added f strings --- .../llama2/chat_app/torchserve_server_app.py | 51 +++++-------------- 1 file changed, 13 insertions(+), 38 deletions(-) diff --git a/examples/LLM/llama2/chat_app/torchserve_server_app.py b/examples/LLM/llama2/chat_app/torchserve_server_app.py index 0e885bd24c..74b1b2060d 100644 --- a/examples/LLM/llama2/chat_app/torchserve_server_app.py +++ b/examples/LLM/llama2/chat_app/torchserve_server_app.py @@ -40,19 +40,15 @@ def register_model(): server_state_container.caption("TorchServe is not running. Start it") return url = ( - "http://localhost:8081/models?model_name=" - + MODEL_NAME - + "&url=" - + MODEL_NAME - + ".tar.gz" - + "&initial_workers=1&synchronous=true" + f"http://localhost:8081/models?model_name={MODEL_NAME}&url={MODEL_NAME}" + f".tar.gz&initial_workers=1&synchronous=true" ) _register_model(url) def get_status(): if st.session_state.registered: - url = "http://localhost:8081/models/" + MODEL_NAME + url = f"http://localhost:8081/models/{MODEL_NAME}" res = requests.get(url) if res.status_code != 200: model_state_container.error("Error getting model status", icon="🚫") @@ -65,11 +61,8 @@ def scale_workers(workers): if st.session_state.registered: num_workers = st.session_state[workers] url = ( - "http://localhost:8081/models/" - + MODEL_NAME - + "?min_worker=" - + str(num_workers) - + "&synchronous=true" + f"http://localhost:8081/models/{MODEL_NAME}?min_worker=" + f"{str(num_workers)}&synchronous=true" ) res = requests.put(url) server_state_container.caption(res.text) @@ -77,50 +70,32 @@ def scale_workers(workers): def set_batch_size(batch_size): if st.session_state.registered: - url = "http://localhost:8081/models/" + MODEL_NAME + "/1.0" + url = f"http://localhost:8081/models/{MODEL_NAME}/1.0" res = requests.delete(url) server_state_container.caption(res.text) st.session_state.registered = False batch_size = st.session_state[batch_size] url = ( - "http://localhost:8081/models?model_name=" - + MODEL_NAME - + "&url=" - + MODEL_NAME - + ".tar.gz" - + "&batch_size=" - + str(batch_size) - + "&initial_workers=" - + str(workers) - + "&synchronous=true" - + "&max_batch_delay=" - + str(max_batch_delay) + f"http://localhost:8081/models?model_name={MODEL_NAME}&url={MODEL_NAME}" + f".tar.gz&batch_size={str(batch_size)}&initial_workers={str(workers)}" + f"&synchronous=true&max_batch_delay={str(max_batch_delay)}" ) _register_model(url) def set_max_batch_delay(max_batch_delay): if st.session_state.registered: - url = "http://localhost:8081/models/" + MODEL_NAME + "/1.0" + url = f"http://localhost:8081/models/{MODEL_NAME}/1.0" res = requests.delete(url) server_state_container.caption(res.text) st.session_state.registered = False max_batch_delay = st.session_state[max_batch_delay] url = ( - "http://localhost:8081/models?model_name=" - + MODEL_NAME - + "&url=" - + MODEL_NAME - + ".tar.gz" - + "&batch_size=" - + str(batch_size) - + "&initial_workers=" - + str(workers) - + "&synchronous=true" - + "&max_batch_delay=" - + str(max_batch_delay) + f"http://localhost:8081/models?model_name={MODEL_NAME}&url=" + f"{MODEL_NAME}.tar.gz&batch_size={str(batch_size)}&initial_workers=" + f"{str(workers)}&synchronous=true&max_batch_delay={str(max_batch_delay)}" ) _register_model(url) From ddbe47310705268de52a92a5d8502518f7381075 Mon Sep 17 00:00:00 2001 From: Ankith Gunapal Date: Fri, 29 Sep 2023 16:14:11 -0700 Subject: [PATCH 13/15] review comments --- README.md | 1 + examples/LLM/llama2/chat_app/Readme.md | 10 +++++++++- 2 files changed, 10 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 1251987e52..5f2f8ba917 100644 --- a/README.md +++ b/README.md @@ -77,6 +77,7 @@ Refer to [torchserve docker](docker/README.md) for details. ## 🏆 Highlighted Examples +* [Chatbot with Llama 2 on Mac 🦙💬](examples/LLM/llama2/chat_app) * [🤗 HuggingFace Transformers](examples/Huggingface_Transformers) with a [Better Transformer Integration/ Flash Attention & Xformer Memory Efficient ](examples/Huggingface_Transformers#Speed-up-inference-with-Better-Transformer) * [Model parallel inference](examples/Huggingface_Transformers#model-parallelism) * [MultiModal models with MMF](https://github.com/pytorch/serve/tree/master/examples/MMF-activity-recognition) combining text, audio and video diff --git a/examples/LLM/llama2/chat_app/Readme.md b/examples/LLM/llama2/chat_app/Readme.md index 57010410af..206ce92250 100644 --- a/examples/LLM/llama2/chat_app/Readme.md +++ b/examples/LLM/llama2/chat_app/Readme.md @@ -121,14 +121,22 @@ You can send requests simultaneously to see how quickly TorchServe responds #### Dynamic Batching +Batching requests is a strategy used to make efficient use of compute resources. TorchServe supports dynamic batching, where the frontend can batch requests if the requests arrive within the max_batch_delay time. You can make use of dynamic batching in TorchServe by configuring the `batch_size` and `max_batch_delay` parameters in TorchServe. You can do this on the Server app. +You can read more about batching in TorchServe [here](https://github.com/pytorch/serve/blob/master/docs/batch_inference_with_ts.md) + ![Batch Size](./screenshots/batch_size.png) #### Backend Workers +TorchServe's backend workers perform the actual model inference. You can increase the number of backend workers in TorchServe by configuring `min_workers` parameter in TorchServe. You can do this on the Server app. -The number of workers can be autoscaled based on the traffic and usage patterns +The number of workers can be autoscaled based on the traffic and usage patterns. + +Number of workers = Number of TorchServe python processeses + +So to reduce latency and improve performance, we can increase the number of workers for paralell processing of requests. ![Workers](./screenshots/Workers.png) From 738e6dbcf655a260c339d6256cda6e333fc4e838 Mon Sep 17 00:00:00 2001 From: Ankith Gunapal Date: Fri, 29 Sep 2023 16:24:24 -0700 Subject: [PATCH 14/15] review comments --- examples/LLM/llama2/chat_app/Readme.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/LLM/llama2/chat_app/Readme.md b/examples/LLM/llama2/chat_app/Readme.md index 206ce92250..4684bd3132 100644 --- a/examples/LLM/llama2/chat_app/Readme.md +++ b/examples/LLM/llama2/chat_app/Readme.md @@ -135,8 +135,8 @@ You can increase the number of backend workers in TorchServe by configuring `mi The number of workers can be autoscaled based on the traffic and usage patterns. -Number of workers = Number of TorchServe python processeses +Number of workers = Number of TorchServe python processes -So to reduce latency and improve performance, we can increase the number of workers for paralell processing of requests. +So to reduce latency and improve performance, we can increase the number of workers for parallel processing of requests. ![Workers](./screenshots/Workers.png) From 7b4cfbf72945e1a425852b820200cb5de331bd23 Mon Sep 17 00:00:00 2001 From: Ankith Gunapal Date: Fri, 29 Sep 2023 16:56:29 -0700 Subject: [PATCH 15/15] lint failure --- ts_scripts/spellcheck_conf/wordlist.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/ts_scripts/spellcheck_conf/wordlist.txt b/ts_scripts/spellcheck_conf/wordlist.txt index 88b5eafd81..2b1b907552 100644 --- a/ts_scripts/spellcheck_conf/wordlist.txt +++ b/ts_scripts/spellcheck_conf/wordlist.txt @@ -1104,3 +1104,4 @@ streamlit tp quantized Chatbot +LLM