benchmark_results.json

[{"Test name": "serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_01", "GPU": "1xStandard_NC48ads_A100_v4 x 2", "# of req.": 200, "Tput (req/s)": 0.8723546086118796, "Output Tput (tok/s)": 186.62718319338248, "Total Tput (tok/s)": 372.6960594372533, "Mean TTFT (ms)": 183.92802053997002, "Median TTFT (ms)": 149.6454604985047, "P99 TTFT (ms)": 433.51827928232507, "Mean TPOT (ms)": 68.63183632389541, "Median TPOT (ms)": 68.07398973492188, "P99 TPOT (ms)": 91.97054489733009, "Mean ITL (ms)": 68.4992397737343, "Median ITL (ms)": 63.92631100243307, "P99 ITL (ms)": 224.9206623390637}, {"Test name": "serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_04", "GPU": "1xStandard_NC48ads_A100_v4 x 2", "# of req.": 200, "Tput (req/s)": 2.0098153410901136, "Output Tput (tok/s)": 427.7389499675034, "Total Tput (tok/s)": 856.4225131453192, "Mean TTFT (ms)": 250.33063353503167, "Median TTFT (ms)": 210.2748959987366, "P99 TTFT (ms)": 595.3828498008077, "Mean TPOT (ms)": 104.60007571868582, "Median TPOT (ms)": 104.40000343326128, "P99 TPOT (ms)": 159.7409162747622, "Mean ITL (ms)": 97.94619975543478, "Median ITL (ms)": 85.53675200164435, "P99 ITL (ms)": 370.39494579963514}, {"Test name": "serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_16", "GPU": "1xStandard_NC48ads_A100_v4 x 2", "# of req.": 200, "Tput (req/s)": 2.6728616119452546, "Output Tput (tok/s)": 569.0121442589656, "Total Tput (tok/s)": 1139.1201617788286, "Mean TTFT (ms)": 813.4334354352177, "Median TTFT (ms)": 800.5200850002439, "P99 TTFT (ms)": 1630.4850889814402, "Mean TPOT (ms)": 183.46253161417457, "Median TPOT (ms)": 126.46261202935186, "P99 TPOT (ms)": 649.7100239449541, "Mean ITL (ms)": 111.00900483125245, "Median ITL (ms)": 91.13440799774253, "P99 ITL (ms)": 627.2271953195741}, {"Test name": "serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_inf", "GPU": "1xStandard_NC48ads_A100_v4 x 2", "# of req.": 200, "Tput (req/s)": 2.7426189362908926, "Output Tput (tok/s)": 585.5080036140612, "Total Tput (tok/s)": 1170.494909630227, "Mean TTFT (ms)": 5586.032351420108, "Median TTFT (ms)": 5578.40267499887, "P99 TTFT (ms)": 9532.991067929393, "Mean TPOT (ms)": 199.3647094853612, "Median TPOT (ms)": 120.43930869103623, "P99 TPOT (ms)": 856.8383692525231, "Mean ITL (ms)": 108.64352028194985, "Median ITL (ms)": 91.15782000299077, "P99 ITL (ms)": 864.7476389203803}]

benchmark_results.md

Serving tests

• Input length: randomly sample 200 prompts from ShareGPT dataset (with fixed random seed).
• Output length: the corresponding output length of these 200 prompts.
• Batch size: dynamically determined by vllm and the arrival pattern of the requests.
• Average QPS (query per second): 1, 4, 16 and inf. QPS = inf means all requests come at once. For other QPS values, the arrival time of each query is determined using a random Poisson process (with fixed random seed).
• Models: llama-3.1 8B, llama-3 70B, mixtral 8x7B.
• We also added a speculative decoding test for llama-3 70B, under QPS 2
• Evaluation metrics: throughput, TTFT (time to the first token, with mean, median and p99), ITL (inter-token latency, with mean, median and p99).

Test name	GPU	# of req.	Tput (req/s)	Output Tput (tok/s)	Total Tput (tok/s)	Mean TTFT (ms)	Median TTFT (ms)	P99 TTFT (ms)	Mean TPOT (ms)	Median TPOT (ms)	P99 TPOT (ms)	Mean ITL (ms)	Median ITL (ms)	P99 ITL (ms)
serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_01	1xStandard_NC48ads_A100_v4 x 2	200	0.872355	186.627	372.696	183.928	149.645	433.518	68.6318	68.074	91.9705	68.4992	63.9263	224.921
serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_04	1xStandard_NC48ads_A100_v4 x 2	200	2.00982	427.739	856.423	250.331	210.275	595.383	104.6	104.4	159.741	97.9462	85.5368	370.395
serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_16	1xStandard_NC48ads_A100_v4 x 2	200	2.67286	569.012	1139.12	813.433	800.52	1630.49	183.463	126.463	649.71	111.009	91.1344	627.227
serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_inf	1xStandard_NC48ads_A100_v4 x 2	200	2.74262	585.508	1170.49	5586.03	5578.4	9532.99	199.365	120.439	856.838	108.644	91.1578	864.748

json version of the benchmarking tables

This section contains the data of the markdown tables above in JSON format. You can load the benchmarking tables into pandas dataframes as follows:

import json
import pandas as pd

benchmarking_results_json = """The json string"""
benchmarking_results = json.loads(benchmarking_results_json)
latency_results = pd.DataFrame.from_dict(benchmarking_results["latency"])
throughput_results = pd.DataFrame.from_dict(benchmarking_results["throughput"])
serving_results = pd.DataFrame.from_dict(benchmarking_results["serving"])

The json string for all benchmarking tables:

{"latency": {}, "throughput": {}, "serving": {"Test name": {"0": "serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_16", "1": "serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_04", "2": "serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_01", "3": "serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_inf"}, "GPU": {"0": "Standard_NC48ads_A100_v4 x 2", "1": "Standard_NC48ads_A100_v4 x 2", "2": "Standard_NC48ads_A100_v4 x 2", "3": "Standard_NC48ads_A100_v4 x 2"}, "# of req.": {"0": 200, "1": 200, "2": 200, "3": 200}, "Tput (req/s)": {"0": 2.6728616119452546, "1": 2.0098153410901136, "2": 0.8723546086118796, "3": 2.7426189362908926}, "Output Tput (tok/s)": {"0": 569.0121442589656, "1": 427.7389499675034, "2": 186.62718319338248, "3": 585.5080036140612}, "Total Tput (tok/s)": {"0": 1139.1201617788286, "1": 856.4225131453192, "2": 372.6960594372533, "3": 1170.494909630227}, "Mean TTFT (ms)": {"0": 813.4334354352177, "1": 250.33063353503167, "2": 183.92802053997002, "3": 5586.032351420108}, "Median TTFT (ms)": {"0": 800.5200850002439, "1": 210.2748959987366, "2": 149.6454604985047, "3": 5578.40267499887}, "P99 TTFT (ms)": {"0": 1630.4850889814402, "1": 595.3828498008077, "2": 433.51827928232507, "3": 9532.991067929393}, "Mean TPOT (ms)": {"0": 183.46253161417457, "1": 104.60007571868582, "2": 68.63183632389541, "3": 199.3647094853612}, "Median TPOT (ms)": {"0": 126.46261202935186, "1": 104.40000343326128, "2": 68.07398973492188, "3": 120.43930869103623}, "P99 TPOT (ms)": {"0": 649.7100239449541, "1": 159.7409162747622, "2": 91.97054489733009, "3": 856.8383692525231}, "Mean ITL (ms)": {"0": 111.00900483125245, "1": 97.94619975543478, "2": 68.4992397737343, "3": 108.64352028194985}, "Median ITL (ms)": {"0": 91.13440799774253, "1": 85.53675200164435, "2": 63.92631100243307, "3": 91.15782000299077}, "P99 ITL (ms)": {"0": 627.2271953195741, "1": 370.39494579963514, "2": 224.9206623390637, "3": 864.7476389203803}}}

You can also check the raw experiment data in the Artifact tab of the Buildkite page.

deployment.sh

# These instructions are also at:
# https://github.com/surajssd/llm-k8s/tree/6973c12233ef0e187c14e6a38a8fd6923887c771/configs/llama-3-3-70b-instruct/two-nodes-four-gpus

git clone https://github.com/surajssd/llm-k8s
cd llm-k8s
git checkout 6973c12233ef0e187c14e6a38a8fd6923887c771

source .env
export VM_SIZE="Standard_NC48ads_A100_v4"
export GPU_NODE_COUNT=2
./scripts/deploy-aks.sh

export HF_TOKEN=""
kubectl create secret generic hf-token-secret --from-literal token=${HF_TOKEN}
kubectl apply -f configs/llama-3-3-70b-instruct/two-nodes-four-gpus/k8s/

# Test if the model is deployed!
kubectl port-forward svc/llama-3-3-70b-instruct-leader 8000
# If this works, this means that the model is being served
curl -X POST "http://localhost:8000/v1/chat/completions" \
    -H "Content-Type: application/json" \
    --data '{
  "model": "meta-llama/Llama-3.3-70B-Instruct",
  "messages": [
   {
    "role": "user",
    "content": "Explain the origin of Llama the animal?"
   }
  ]
 }' | jq

# Deploy the benchmarking app
# Instructions are here: https://github.com/surajssd/llm-k8s/blob/6973c12233ef0e187c14e6a38a8fd6923887c771/benchmark/vllm_upstream/README.md

kubectl create ns vllm-benchmark
kubectl -n vllm-benchmark create configmap benchmark-runner \
    --from-literal=TEST_SERVER_URL="http://llama-3-3-70b-instruct-leader.default:8000" \
    --from-literal=MODEL_NAME="meta-llama/Llama-3.3-70B-Instruct" \
    --from-literal=TENSOR_PARALLEL_SIZE=2 \
    --from-literal=PIPELINE_PARALLEL_SIZE="${GPU_NODE_COUNT}" \
    --from-literal=GPU_VM_SKU="${VM_SIZE}" \
    --dry-run=client -o yaml | kubectl apply -f -

kubectl -n vllm-benchmark create secret generic hf-token-secret --from-literal token=${HF_TOKEN}
kubectl apply -f benchmark/vllm_upstream/k8s/

POD_NAME=$(kubectl -n vllm-benchmark \
    get pods \
    -l app=benchmark-runner \
    --field-selector=status.phase=Running \
    -o jsonpath='{.items[].metadata.name}')

kubectl -n vllm-benchmark \
    exec -it $POD_NAME \
    -- bash /root/benchmark/run_vllm_upstream_benchmark.sh

RESULTS_FILE=$(kubectl -n vllm-benchmark \
    exec -it $POD_NAME \
    -- bash -c "ls /root/results*.tar.gz" | tr -d '\r')

kubectl -n vllm-benchmark \
    cp "${POD_NAME}:${RESULTS_FILE}" "./$(basename ${RESULTS_FILE})"

serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_01.commands

{
  "client_command": "python3 benchmark_serving.py         --save-result         --base-url http://llama-3-3-70b-instruct-leader.default:8000         --result-dir /root/vllm/.buildkite/results/         --result-filename serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_01.json         --request-rate 01         --model=meta-llama/Llama-3.3-70B-Instruct         --backend=vllm         --dataset-name=sharegpt         --dataset-path=/root/sharegpt.json         --num-prompts=200",
  "gpu_type": "Standard_NC48ads_A100_v4 x 2"
}

serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_01.json

{"date": "20250225-151717", "backend": "vllm", "model_id": "meta-llama/Llama-3.3-70B-Instruct", "tokenizer_id": "meta-llama/Llama-3.3-70B-Instruct", "best_of": 1, "num_prompts": 200, "request_rate": 1.0, "burstiness": 1.0, "max_concurrency": null, "duration": 229.26456514999882, "completed": 200, "total_input_tokens": 42659, "total_output_tokens": 42787, "request_throughput": 0.8723546086118796, "request_goodput:": null, "output_throughput": 186.62718319338248, "total_token_throughput": 372.6960594372533, "input_lens": [13, 25, 27, 10, 329, 29, 399, 328, 4, 205, 16, 372, 403, 9, 12, 770, 227, 8, 14, 390, 659, 59, 76, 744, 619, 279, 344, 9, 10, 45, 11, 4, 80, 768, 317, 40, 619, 8, 298, 16, 17, 696, 575, 11, 7, 281, 12, 147, 481, 770, 336, 6, 331, 9, 45, 222, 802, 481, 93, 641, 22, 15, 16, 77, 32, 689, 178, 9, 628, 480, 42, 336, 24, 515, 761, 112, 113, 348, 82, 467, 245, 11, 24, 343, 13, 387, 258, 32, 28, 225, 248, 35, 133, 98, 27, 23, 58, 363, 203, 140, 140, 230, 310, 521, 768, 317, 298, 336, 491, 19, 10, 59, 48, 20, 20, 54, 107, 53, 72, 18, 10, 768, 7, 933, 239, 277, 26, 35, 462, 386, 25, 23, 17, 20, 44, 661, 631, 349, 53, 71, 37, 10, 21, 37, 496, 8, 9, 353, 10, 595, 5, 49, 286, 305, 56, 43, 52, 310, 35, 7, 7, 238, 10, 143, 660, 191, 72, 39, 258, 312, 49, 9, 15, 561, 76, 561, 501, 8, 66, 15, 303, 19, 455, 27, 143, 688, 9, 31, 361, 21, 117, 8, 12, 775, 338, 176, 349, 166, 419, 401], "output_lens": [120, 770, 233, 194, 101, 741, 9, 1, 6, 80, 392, 84, 396, 45, 291, 9, 173, 277, 334, 37, 587, 372, 159, 135, 1, 45, 450, 118, 226, 4, 5, 146, 59, 11, 567, 192, 520, 130, 13, 223, 188, 1, 35, 276, 202, 492, 239, 129, 15, 231, 17, 204, 11, 207, 78, 320, 768, 1, 123, 6, 559, 5, 316, 26, 417, 206, 151, 42, 25, 18, 159, 20, 25, 113, 139, 12, 768, 67, 628, 1, 218, 296, 501, 1, 125, 22, 26, 237, 350, 13, 490, 408, 1, 29, 512, 413, 430, 16, 416, 434, 451, 17, 573, 104, 7, 8, 11, 1, 1, 249, 281, 392, 611, 572, 23, 256, 28, 39, 300, 355, 340, 9, 172, 458, 147, 240, 154, 768, 45, 141, 42, 26, 780, 334, 125, 4, 1, 721, 63, 24, 331, 482, 110, 216, 184, 99, 285, 22, 355, 40, 150, 46, 1, 18, 574, 770, 214, 15, 419, 163, 162, 77, 482, 170, 510, 53, 16, 384, 1, 9, 170, 356, 173, 19, 390, 339, 552, 17, 520, 8, 8, 198, 509, 478, 304, 398, 16, 475, 91, 28, 509, 608, 36, 425, 15, 1, 12, 363, 1, 103], "ttfts": [0.10655346999919857, 0.10930208100035088, 0.08550681999986409, 0.09517022299769451, 0.21747688200048287, 0.12887925399991218, 0.23608583099849056, 0.21591661499769543, 0.09612903200104483, 0.12151028199878056, 0.13306500900216633, 0.20303458100170246, 0.23912414500227896, 0.1073599599985755, 0.09768340099981287, 0.4081579789999523, 0.46410732599906623, 0.3606220649999159, 0.14626937600041856, 0.25918407999779447, 0.3517542359986692, 0.0904215379996458, 0.1299168980003742, 0.3523100029997295, 0.3277587170014158, 0.35357281399774365, 0.18506942200110643, 0.12926016499841353, 0.11161702000026708, 0.07899347900092835, 0.11980527299965615, 0.10108616199795506, 0.1176646090025315, 0.3706348429986974, 0.23311146200285293, 0.09117976800189354, 0.31335935199967935, 0.0951876250001078, 0.20782937799958745, 0.11275548600315233, 0.11138061399833532, 0.39203672100120457, 0.3376322119984252, 0.0949183400007314, 0.12885485500009963, 0.16816729700076394, 0.07703348799986998, 0.1703227229991171, 0.28674461499758763, 0.4333434380023391, 0.2401300839992473, 0.11211306400218746, 0.23569011699873954, 0.12312493200079189, 0.11612853100086795, 0.15800340900023002, 0.3799741270013328, 0.2822612570016645, 0.13955641600114177, 0.3820203590003075, 0.17318156300098053, 0.13580739299868583, 0.12050140599967563, 0.14439144399875659, 0.12891043999843532, 0.3558539639998344, 0.1408653040016361, 0.1258100730010483, 0.29304002200296964, 0.25912595999761834, 0.230547729999671, 0.19793899499927647, 0.07869307500004652, 0.3224384729983285, 0.3549268810020294, 0.18723294300070847, 0.14597463500103913, 0.16996635599934962, 0.1591286470029445, 0.25337414299792727, 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0.23541189699972165, 0.22802357699765707, 0.1175883559990325, 0.10881137199976365, 0.07963978599946131, 0.10331294500065269, 0.08288406599967857, 0.3783201639998879, 0.283928314998775, 0.18462057600117987, 0.10420279200116056, 0.10006170099950396, 0.0955229640021571, 0.09370704899993143, 0.14919368099799613, 0.08967185599976801, 0.2951798009999038, 0.0891727609996451, 0.11699154100278975, 0.2067467619999661, 0.11380067900245194, 0.28268931999991764, 0.1359162019980431, 0.10701288800191833, 0.17668320500160917, 0.21950372100036475, 0.08742195000013453, 0.0867868860004819, 0.08130054499997641, 0.1955721349986561, 0.08520432699879166, 0.10029444099927787, 0.12386395200155675, 0.15237568999873474, 0.0851307810007711, 0.17953401599879726, 0.3555568609990587, 0.18269304299974465, 0.1012490080029238, 0.15914446799797588, 0.21600882499842555, 0.17589678700096556, 0.08864421500038588, 0.08305525299874716, 0.09570270399854053, 0.2969418590000714, 0.3262609990015335, 0.31762507000166806, 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0.06380863300000783, 0.06395377399894642]], "generated_texts": ["? It\u2019s a great resource for entrepreneurs and business leaders who want to systematize their business and achieve their vision. The book introduces the Entrepreneurial Operating System (EOS), a simple yet powerful framework for running a successful business.\nIn this episode, I\u2019m joined by Mike Paton, a certified EOS implementer and expert in helping businesses implement the EOS framework. Mike shares his insights on how to apply the EOS principles to achieve business success and create a strong, healthy company culture.\nMike Paton is the Visionary and Integrator at EOS Worldwide, and he has helped numerous businesses implement the EOS", "\n\nTo create a Rust app that supports the ElevenLabs.io API and reads the contents of the clipboard aloud using Text-to-Speech (TTS), we'll need to break down the task into several steps. This includes setting up a Rust project, integrating the ElevenLabs API for TTS, accessing the system clipboard, and playing the audio.\n\nFirst, ensure you have Rust installed on your system. You can download it from [https://www.rust-lang.org/tools/install](https://www.rust-lang.org/tools/install).\n\n### Step 1: Create a New Rust Project\n\nOpen a terminal and run:\n\n```bash\ncargo new elevenlabs_tts\ncd elevenlabs_tts\n```\n\n### Step 2: Add Dependencies\n\nWe'll need `reqwest` for making HTTP requests to the ElevenLabs API, `tokio` for async runtime, and `clipboard` for accessing the system clipboard. Add these dependencies to your `Cargo.toml`:\n\n```toml\n[package]\nname = \"elevenlabs_tts\"\nversion = \"0.1.0\"\nedition = \"2021\"\n\n[dependencies]\nreqwest = \"0.11\"\ntokio = { version = \"1\", features = [\"full\"] }\nclipboard = \"0.5.0\"\n```\n\n### Step 3: Implement Clipboard Access and ElevenLabs API Call\n\nCreate a file named `main.rs` in your project directory and replace its contents with the following code. Note that you'll need to replace `\"YOUR_API_KEY\"` with your actual ElevenLabs API key.\n\n```rust\nuse clipboard::{ClipboardContext, ClipboardEvent};\nuse reqwest::header::{HeaderMap, HeaderValue, CONTENT_TYPE};\nuse std::error::Error;\nuse tokio;\n\n#[tokio::main]\nasync fn main() -> Result<(), Box<dyn Error>> {\n    let api_key = \"YOUR_API_KEY\";\n    let clip = ClipboardContext::new().unwrap();\n    let text = clip.get_contents().unwrap();\n\n    let client = reqwest::Client::new();\n    let mut headers = HeaderMap::new();\n    headers.insert(CONTENT_TYPE, HeaderValue::from_static(\"application/json\"));\n    headers.insert(\"api-key\", HeaderValue::from_str(api_key)?);\n\n    let voice = \"Matthew\"; // Example voice, check ElevenLabs for available voices\n    let url = format!(\"https://api.elevenlabs.io/v1/text-to-speech/mp3?voice={}\", voice);\n\n    let res = client\n        .post(url)\n        .headers(headers)\n        .body(text.clone())\n        .send()\n        .await?;\n\n    if res.status().is_success() {\n        println!(\"TTS generated successfully.\");\n        // Here you would typically save the response to a file or play it directly.\n        // For simplicity, let's just save it to a file named \"output.mp3\".\n        let mut file = std::fs::File::create(\"output.mp3\").unwrap();\n        let bytes = res.bytes().await?;\n        std::io::copy(&mut bytes.as_slice(), &mut file).unwrap();\n        println!(\"Audio saved to output.mp3\");\n    } else {\n        println!(\"Failed to generate TTS.\");\n    }\n\n    Ok(())\n}\n```\n\n### Step 4: Playing the Audio\n\nThe above code saves the TTS audio to a file named `output.mp3`. To play this audio, you can use a command-line media player like `mpg321` (for Linux) or use a Rust library that can play audio files. For simplicity, you can manually play the `output.mp3` file using your system's media player.\n\nIf you want to play the audio directly from Rust, consider using a library like `rodio", " and understand. Also, you need to add more details to the \"How it works\" section. Please see the attached file for more details.\nI can assist with reformatting the Filters part and adding more details to the \"How it works\" section. I'll make sure to create a clear and concise \"second draft\" based on the provided file. Please share the file, and I'll get started on the project. \n\nOnce I receive the file, I'll begin working on the following tasks:\n\n1. Reformat the Filters part to improve readability and understanding.\n2. Expand the \"How it works\" section with additional details to provide a clearer explanation.\n3. Review the content to ensure it is well-organized and easy to follow.\n\nPlease provide the file, and I'll create the \"second draft\" according to your requirements. \n\nI'm ready when you are. \n\nPlease go ahead and share the file. I'll get started right away. \n\nLooking forward to working on this project. \n\nBest regards. \n\nWaiting for your response and the file to get started. \n\nPlease share the file, and I'll begin working on the \"", " a pull? and a slide?\nIn the context of \"Jobs To Be Done\" (JTBD), a framework developed by Clayton Christensen, a \"push\", a \"pull\", and a \"slide\" refer to different types of forces or motivations that influence a customer's decision to adopt a new product or service. Here's a brief explanation of each:\n\n1. **Push**: A push refers to the forces that drive a customer away from their current solution or situation. It's the motivation that comes from the pain or dissatisfaction with the status quo. In other words, a push is what prompts a customer to look for a new solution because their current one is no longer meeting their needs or is causing them significant pain. For example, a person might be pushed away from their current phone because it's too slow or the battery life is too short.\n\n2. **Pull**: A pull, on the other hand, refers to the attractive forces of a new solution.", " | Project Charter |  |\n| --- | --- |\n|  | 2. Users may not be satisfied with the functionality or usability of the application, which could affect user adoption. <br> 3. Security breaches or data loss could occur, which could compromise user data and trust. <br> 4. The project budget may exceed expectations due to unforeseen issues or scope changes. |\n| **Approvals:** | The following approvals are required for this project: <br> - Project", " I will provide you the details of the project.\nI need a web app that allows users to create, read, update and delete (CRUD) dummy data. The app should have a simple and intuitive interface, and it should be built using React, Node.js, and Express.js.\n\nHere's a high-level overview of the project:\n\n1. Frontend:\n\t* Create a new React app using `create-react-app`\n\t* Design a simple and intuitive interface for creating, reading, updating, and deleting dummy data\n\t* Use React Hooks to manage state and side effects\n\t* Use a library like `axios` to make API requests to the backend\n2. Backend:\n\t* Create a new Node.js project using `express-generator`\n\t* Design a RESTful API for creating, reading, updating, and deleting dummy data\n\t* Use a library like `body-parser` to parse JSON requests\n\t* Use a library like `mongoose` to interact with a MongoDB database\n3. Database:\n\t* Use a MongoDB database to store the dummy data\n\t* Design a simple schema for the dummy data\n4. Deployment:\n\t* Deploy the app to a cloud platform like Heroku or AWS\n\t* Use a tool like `git` to manage version control and deployment\n\nHere are the detailed requirements for the project:\n\n**Frontend:**\n\n* Create a new React app using `create-react-app`\n* Design a simple and intuitive interface for creating, reading, updating, and deleting dummy data\n* Use React Hooks to manage state and side effects\n* Use a library like `axios` to make API requests to the backend\n* The interface should have the following features:\n\t+ A form to create new dummy data\n\t+ A table to display all dummy data\n\t+ A button to update existing dummy data\n\t+ A button to delete existing dummy data\n* The interface should be responsive and work well on different screen sizes\n\n**Backend:**\n\n* Create a new Node.js project using `express-generator`\n* Design a RESTful API for creating, reading, updating, and deleting dummy data\n* Use a library like `body-parser` to parse JSON requests\n* Use a library like `mongoose` to interact with a MongoDB database\n* The API should have the following endpoints:\n\t+ `POST /api/dummy-data` to create new dummy data\n\t+ `GET /api/dummy-data` to retrieve all dummy data\n\t+ `GET /api/dummy-data/:id` to retrieve a single piece of dummy data\n\t+ `PUT /api/dummy-data/:id` to update existing dummy data\n\t+ `DELETE /api/dummy-data/:id` to delete existing dummy data\n* The API should return JSON responses with the following structure:\n\t+ `200 OK` with the created/updated/deleted dummy data\n\t+ `400 Bad Request` with an error message if the request is invalid\n\t+ `404 Not Found` if the requested dummy data is not found\n\t+ `500 Internal Server Error` if there is an error on the server\n\n**Database:**\n\n* Use a MongoDB database to store the dummy data\n* Design a simple schema for the dummy data\n* The schema should have the following fields:\n\t+ `_id` (ObjectId)\n\t+ `name` (String)\n\t+ `description` (String)\n\t+ `createdAt` (Date)\n\t+ `updatedAt` (Date)\n\n**Deployment:**\n\n* Deploy the app to a cloud platform like Heroku or AWS\n* Use a tool like `git` to manage version", " \n\nHere is a more detailed example of how", "", ":\nI can help with a", " -v. \n\n## Step 1: Determine the part of speech for the word \"test\" based on the given web results.\nThe web results provide definitions and synonyms for the word \"test\", indicating it can be a noun.\n\n## Step 2: Identify the verb form of \"test\" if it exists based on the provided definitions and synonyms.\nThe definitions provided focus on \"test\" as", " [closed]\nI'm looking for a basic Maven pom.xml template that I can use for compiling a Java project. I'd like it to include the following features:\nJava 8 as the target and source version\nThe ability to compile the project\nThe ability to run the project\nThe ability to create a JAR file\nThe ability to create a source JAR file\nThe ability to create a Javadoc JAR file\nThe ability to install the project in the local Maven repository\nThe ability to deploy the project to a remote Maven repository\nHere is a basic template that meets the requirements:\n```xml\n<project xmlns=\"http://maven.apache.org/POM/4.0.0\" xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\"\n         xsi:schemaLocation=\"http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd\">\n    <modelVersion>4.0.0</modelVersion>\n\n    <groupId>com.example</groupId>\n    <artifactId>myproject</artifactId>\n    <version>1.0-SNAPSHOT</version>\n    <packaging>jar</packaging>\n\n    <name>My Project</name>\n    <description>My project description</description>\n\n    <properties>\n        <maven.compiler.source>1.8</maven.compiler.source>\n        <maven.compiler.target>1.8</maven.compiler.target>\n    </properties>\n\n    <dependencies>\n        <!-- Add your dependencies here -->\n    </dependencies>\n\n    <build>\n        <plugins>\n            <plugin>\n                <groupId>org.apache.maven.plugins</groupId>\n                <artifactId>maven-compiler-plugin</artifactId>\n                <version>3.8.1</version>\n                <configuration>\n                    <source>1.8</source>\n                   ", "\n\n\n\n**Understanding Defects Liability Periods in Building Contracts**\n\nAs a developer, it's essential to understand the concept of defects liability periods in building contracts. A defects liability period, also known as a defects notification period or a maintenance period, is a specified timeframe during which the contractor is responsible for rectifying any defects or issues that arise in the building. This period typically starts after the completion of the project and can last", "\n\nThe LCD control system using a potentiometer and temperature sensor is a project that combines the functionality of an LCD display with a temperature sensor and a potentiometer to control the brightness of the display. \n\nTo start, the temperature sensor, such as the DS18B20 or LM35, is connected to the Arduino board, which reads the temperature data from the sensor [[1](https://arduinogetstarted.com/tutorials/arduino-temperature-sensor-lcd)]. The LM35 temperature sensor, for example, is powered by the Arduino board via VCC & GND pins, and its analog output pin is connected to the analog input pin A0 of Arduino [[3](https://www.hackatronic.com/arduino-with-temperature-sensor-interfacing-lcd-and-lm35/)].\n\nThe LCD display is connected to the Arduino board, and a potentiometer is used to control the brightness of the display. The potentiometer is connected to the LCD, with one pin connected to +VCC and the other pin connected to pin 3 of the LCD [[3](https://www.hackatronic.com/arduino-with-temperature-sensor-interfacing-lcd-and-lm35/)]. \n\nTo program the Arduino board, the LiquidCrystal_I2C library is installed, and the code is uploaded to the board [[2](https://arduinogetstarted.com/tutorials/arduino-display-temperature-from-lm35-sensor-on-lcd)]. The code reads the temperature data from the sensor and displays it on the LCD, while also controlling the brightness of the display using the potentiometer.\n\nIn summary, the LCD control system using a potentiometer and temperature sensor is a project that combines the functionality of an LCD display with a temperature sensor and a potentiometer to control the brightness of the display. The system uses an Arduino board to read temperature data from the sensor and display it on the LCD, while also controlling the", " The most quoted biblical verse is John 3:16, which states, \"For God so loved the world that he gave his one and only begotten Son, that whoever believes in him shall not perish but have eternal life", " [duplicate]\nI'm trying to sort an array of strings in a case-sensitive manner. By default, JavaScript's sort() function is case-insensitive. How can I achieve case-sensitive sorting in JavaScript?\nTo achieve case-sensitive sorting in JavaScript, you can use the `localeCompare()` method with the `en` locale and the `sensitivity` option set to `'case'`. Here's an example:\n```javascript\nconst arr = ['Zebra', 'apple', 'Banana', 'cat'];\narr.sort((a, b) => a.localeCompare(b, 'en', { sensitivity: 'case' }));\nconsole.log(arr); // Output: ['Banana', 'Zebra', 'apple', 'cat']\n```\nAlternatively, you can use the `charCodeA

serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_04.commands

serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_04.json

serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_16.commands

serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_16.json

serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_inf.commands

serving_meta-llama-Llama-3.3-70B-Instruct_tp2_pp2_sharegpt_qps_inf.json