benchmark_results.json

[{"Test name": "serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_01", "GPU": "1xStandard_NC24ads_A100_v4 x 1", "# of req.": 200, "Tput (req/s)": 0.9874006606348092, "Output Tput (tok/s)": 96.84919379836526, "Total Tput (tok/s)": 309.02184775557305, "Mean TTFT (ms)": 67.13169773499885, "Median TTFT (ms)": 53.45841300004395, "P99 TTFT (ms)": 154.88893441993696, "Mean TPOT (ms)": 22.48243263621561, "Median TPOT (ms)": 22.103191907692437, "P99 TPOT (ms)": 29.212842526595843, "Mean ITL (ms)": 22.355201681361745, "Median ITL (ms)": 21.27322000001186, "P99 ITL (ms)": 41.42363359993397}, {"Test name": "serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_04", "GPU": "1xStandard_NC24ads_A100_v4 x 1", "# of req.": 200, "Tput (req/s)": 3.2772372061643584, "Output Tput (tok/s)": 325.2002479676893, "Total Tput (tok/s)": 1029.4129788282867, "Mean TTFT (ms)": 78.54876733999617, "Median TTFT (ms)": 64.22880649995477, "P99 TTFT (ms)": 201.15669853015976, "Mean TPOT (ms)": 28.32710065808013, "Median TPOT (ms)": 27.660848333349957, "P99 TPOT (ms)": 50.024199164694096, "Mean ITL (ms)": 27.74274770686149, "Median ITL (ms)": 22.998229500103662, "P99 ITL (ms)": 119.41316620012685}, {"Test name": "serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_16", "GPU": "1xStandard_NC24ads_A100_v4 x 1", "# of req.": 200, "Tput (req/s)": 6.527105366628564, "Output Tput (tok/s)": 646.2487023498941, "Total Tput (tok/s)": 2048.79310353104, "Mean TTFT (ms)": 139.65462660999947, "Median TTFT (ms)": 123.26202299993838, "P99 TTFT (ms)": 434.90575131011826, "Mean TPOT (ms)": 63.04765481115331, "Median TPOT (ms)": 56.55915422857799, "P99 TPOT (ms)": 147.4692513108478, "Mean ITL (ms)": 42.92113829415369, "Median ITL (ms)": 29.05283350003174, "P99 ITL (ms)": 353.2116533299949}, {"Test name": "serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_inf", "GPU": "1xStandard_NC24ads_A100_v4 x 1", "# of req.": 200, "Tput (req/s)": 7.816708267795149, "Output Tput (tok/s)": 787.0643554842935, "Total Tput (tok/s)": 2466.7186280681153, "Mean TTFT (ms)": 4023.6556951649954, "Median TTFT (ms)": 3319.2782424999905, "P99 TTFT (ms)": 5773.600177669878, "Mean TPOT (ms)": 182.84897930821307, "Median TPOT (ms)": 55.076568482757565, "P99 TPOT (ms)": 2586.527520399977, "Mean ITL (ms)": 42.481696395225136, "Median ITL (ms)": 29.36348100001851, "P99 ITL (ms)": 47.98806364003213}]

benchmark_results.md

Latency tests

• Input length: 32 tokens.
• Output length: 128 tokens.
• Batch size: fixed (8).
• Models: llama-3.1 8B, llama-3 70B, mixtral 8x7B.
• Evaluation metrics: end-to-end latency (mean, median, p99).

Throughput 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 to achieve maximum throughput.
• Models: llama-3.1 8B, llama-3 70B, mixtral 8x7B.
• Evaluation metrics: throughput.

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_microsoft-phi-4_tp1_pp1_sharegpt_qps_01	1xStandard_NC24ads_A100_v4 x 1	200	0.987401	96.8492	309.022	67.1317	53.4584	154.889	22.4824	22.1032	29.2128	22.3552	21.2732	41.4236
serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_04	1xStandard_NC24ads_A100_v4 x 1	200	3.27724	325.2	1029.41	78.5488	64.2288	201.157	28.3271	27.6608	50.0242	27.7427	22.9982	119.413
serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_16	1xStandard_NC24ads_A100_v4 x 1	200	6.52711	646.249	2048.79	139.655	123.262	434.906	63.0477	56.5592	147.469	42.9211	29.0528	353.212
serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_inf	1xStandard_NC24ads_A100_v4 x 1	200	7.81671	787.064	2466.72	4023.66	3319.28	5773.6	182.849	55.0766	2586.53	42.4817	29.3635	47.9881

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_microsoft-phi-4_tp1_pp1_sharegpt_qps_inf", "1": "serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_01", "2": "serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_16", "3": "serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_04"}, "GPU": {"0": "Standard_NC24ads_A100_v4 x 1", "1": "Standard_NC24ads_A100_v4 x 1", "2": "Standard_NC24ads_A100_v4 x 1", "3": "Standard_NC24ads_A100_v4 x 1"}, "# of req.": {"0": 200, "1": 200, "2": 200, "3": 200}, "Tput (req/s)": {"0": 7.816708267795149, "1": 0.9874006606348092, "2": 6.527105366628564, "3": 3.2772372061643584}, "Output Tput (tok/s)": {"0": 787.0643554842935, "1": 96.84919379836526, "2": 646.2487023498941, "3": 325.2002479676893}, "Total Tput (tok/s)": {"0": 2466.7186280681153, "1": 309.02184775557305, "2": 2048.79310353104, "3": 1029.4129788282867}, "Mean TTFT (ms)": {"0": 4023.6556951649954, "1": 67.13169773499885, "2": 139.65462660999947, "3": 78.54876733999617}, "Median TTFT (ms)": {"0": 3319.2782424999905, "1": 53.45841300004395, "2": 123.26202299993838, "3": 64.22880649995477}, "P99 TTFT (ms)": {"0": 5773.600177669878, "1": 154.88893441993696, "2": 434.90575131011826, "3": 201.15669853015976}, "Mean TPOT (ms)": {"0": 182.84897930821307, "1": 22.48243263621561, "2": 63.04765481115331, "3": 28.32710065808013}, "Median TPOT (ms)": {"0": 55.076568482757565, "1": 22.103191907692437, "2": 56.55915422857799, "3": 27.660848333349957}, "P99 TPOT (ms)": {"0": 2586.527520399977, "1": 29.212842526595843, "2": 147.4692513108478, "3": 50.024199164694096}, "Mean ITL (ms)": {"0": 42.481696395225136, "1": 22.355201681361745, "2": 42.92113829415369, "3": 27.74274770686149}, "Median ITL (ms)": {"0": 29.36348100001851, "1": 21.27322000001186, "2": 29.05283350003174, "3": 22.998229500103662}, "P99 ITL (ms)": {"0": 47.98806364003213, "1": 41.42363359993397, "2": 353.2116533299949, "3": 119.41316620012685}}}

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

deployment.sh

git clone https://github.com/surajssd/llm-k8s
cd llm-k8s
git checkout 0285ba5e03ee80ab9ac471c9b102cd34f8862880

# Deploy a single node to host the phi 4 model
# Steps: https://github.com/surajssd/llm-k8s/blob/0285ba5e03ee80ab9ac471c9b102cd34f8862880/configs/phi-4

source .env
export VM_SIZE="Standard_NC24ads_A100_v4"
export GPU_NODE_COUNT=1
export AZURE_REGION=uksouth

./scripts/deploy-aks.sh
kubectl apply -f configs/phi-4/k8s
kubectl port-forward svc/phi-4 8000

curl -X POST "http://localhost:8000/v1/chat/completions" \
    -H "Content-Type: application/json" \
    --data '{
  "model": "microsoft/phi-4",
  "messages": [
   {
    "role": "user",
    "content": "Explain the origin of Llama the animal?"
   }
  ]
 }' | jq

# Benchmark
# Steps: https://github.com/surajssd/llm-k8s/blob/0285ba5e03ee80ab9ac471c9b102cd34f8862880/benchmark/vllm_upstream
kubectl create ns vllm-benchmark

kubectl -n vllm-benchmark create configmap benchmark-runner \
    --from-literal=TEST_SERVER_URL="http://phi-4.default:8000" \
    --from-literal=MODEL_NAME="microsoft/phi-4" \
    --from-literal=TENSOR_PARALLEL_SIZE=1 \
    --from-literal=PIPELINE_PARALLEL_SIZE="${GPU_NODE_COUNT}" \
    --from-literal=GPU_VM_SKU="${VM_SIZE}"

export HF_TOKEN=""

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 \
    -o jsonpath='{.items[].metadata.name}')

kubectl -n vllm-benchmark \
    exec -it $POD_NAME \
    -- bash /root/scripts/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_microsoft-phi-4_tp1_pp1_sharegpt_qps_01.commands

{
  "client_command": "python3 benchmark_serving.py         --save-result         --base-url http://phi-4.default:8000         --result-dir /root/vllm/.buildkite/results/         --result-filename serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_01.json         --request-rate 01         --model=microsoft/phi-4         --backend=vllm         --dataset-name=sharegpt         --dataset-path=/root/sharegpt.json         --num-prompts=200",
  "gpu_type": "Standard_NC24ads_A100_v4 x 1"
}

serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_01.json

{"date": "20250226-091206", "backend": "vllm", "model_id": "microsoft/phi-4", "tokenizer_id": "microsoft/phi-4", "best_of": 1, "num_prompts": 200, "request_rate": 1.0, "burstiness": 1.0, "max_concurrency": null, "duration": 202.5520216599998, "completed": 200, "total_input_tokens": 42976, "total_output_tokens": 19617, "request_throughput": 0.9874006606348092, "request_goodput:": null, "output_throughput": 96.84919379836526, "total_token_throughput": 309.02184775557305, "input_lens": [12, 24, 26, 9, 328, 28, 398, 327, 204, 15, 402, 402, 8, 11, 769, 226, 7, 13, 389, 685, 58, 75, 743, 618, 278, 343, 8, 9, 10, 79, 767, 316, 39, 618, 7, 297, 15, 16, 695, 574, 10, 6, 280, 11, 146, 480, 769, 335, 5, 330, 8, 44, 221, 801, 480, 92, 640, 21, 14, 15, 76, 31, 688, 177, 8, 627, 479, 41, 335, 23, 515, 760, 111, 112, 347, 81, 466, 244, 10, 23, 342, 15, 386, 257, 31, 27, 224, 247, 34, 132, 107, 26, 22, 60, 362, 202, 139, 139, 229, 309, 520, 767, 316, 297, 335, 490, 18, 9, 58, 47, 19, 19, 53, 106, 52, 71, 17, 9, 767, 6, 932, 238, 276, 25, 34, 463, 385, 24, 22, 21, 19, 43, 630, 348, 52, 70, 36, 9, 20, 36, 495, 7, 8, 352, 9, 594, 4, 48, 285, 304, 55, 42, 51, 309, 34, 6, 6, 237, 9, 142, 659, 193, 71, 38, 257, 311, 48, 8, 14, 560, 75, 560, 500, 7, 65, 14, 302, 18, 454, 26, 142, 687, 8, 30, 360, 22, 116, 7, 11, 774, 337, 175, 348, 165, 418, 400, 306, 168, 646, 20], "output_lens": [15, 62, 25, 1, 100, 740, 1, 1, 19, 392, 2, 395, 1, 1, 8, 172, 42, 125, 36, 586, 2, 1, 134, 1, 1, 1, 33, 225, 4, 58, 10, 1, 32, 519, 129, 12, 222, 1, 1, 2, 275, 7, 491, 1, 1, 25, 230, 2, 1, 10, 206, 77, 339, 767, 1, 1, 5, 8, 4, 37, 1, 1, 205, 15, 41, 24, 17, 158, 1, 24, 150, 138, 11, 1, 66, 35, 10, 221, 23, 1, 1, 124, 21, 25, 21, 295, 12, 14, 1, 23, 32, 1, 412, 1, 1, 415, 1, 1, 16, 572, 1, 6, 1, 10, 21, 12, 1, 280, 391, 610, 20, 22, 1, 30, 38, 300, 354, 339, 8, 171, 457, 146, 239, 1, 198, 1, 140, 1, 25, 2, 1, 124, 26, 720, 62, 11, 22, 481, 109, 13, 41, 1, 9, 1, 2, 39, 149, 1, 1, 1, 10, 769, 213, 14, 1, 162, 161, 76, 39, 169, 3, 52, 1, 1, 1, 1, 1, 50, 1, 18, 48, 13, 551, 16, 1, 6, 7, 2, 1, 103, 154, 1, 15, 110, 1, 53, 15, 607, 1, 1, 1, 1, 11, 362, 1, 1, 43, 42, 266, 67], "ttfts": [0.0429373360000227, 0.032017488000064986, 0.04988118599999325, 0.03422971200006941, 0.06127533700009735, 0.03130330899989531, 0.09149579900008575, 0.07039054200004102, 0.06450349199985794, 0.04573893900010262, 0.0927764959999422, 0.0838228220000019, 0.050276863999897614, 0.03323900600003071, 0.1555744519998825, 0.12318764399992688, 0.05391742799997701, 0.03974746399990181, 0.08694435900019926, 0.12843365899993842, 0.03746781699987878, 0.05727223999997477, 0.14519239599985667, 0.09990074299980733, 0.07205598699988514, 0.0646193590000621, 0.0415149980001388, 0.035004195000055915, 0.04640894700014542, 0.04802288500013674, 0.12545526000008067, 0.062263019000056374, 0.035065730000042095, 0.11786606800001209, 0.04961768599991956, 0.0668082479999157, 0.0341276920000837, 0.04160624799988, 0.1252243039998575, 0.11637149299986049, 0.0389991199999713, 0.03628092500002822, 0.06264100399994277, 0.03863657399983822, 0.05502301899991835, 0.09697729699996671, 0.15307314400001815, 0.07753280299994003, 0.045822556000075565, 0.08049354099989614, 0.03315389799990953, 0.045886154000072565, 0.06077408500004822, 0.17114027399998122, 0.12946003700017172, 0.052821628000174314, 0.11642459600011534, 0.032663109999930384, 0.03886205600019821, 0.045545274999994945, 0.0490131910000855, 0.04931691799993132, 0.12703766300001007, 0.05141164099995876, 0.03223474600008558, 0.11842398199996751, 0.09845966000011686, 0.04077497100001892, 0.07857458700004827, 0.04680278699993323, 0.09809820000009495, 0.13167260599993824, 0.03875158799996825, 0.03964361699991059, 0.06265963199984981, 0.0695646790002229, 0.08968637400016632, 0.051619402000142145, 0.04980885399982071, 0.03868265100004464, 0.07295016400007626, 0.03732695899998362, 0.11542281099991669, 0.08846148599991466, 0.051142879000053654, 0.03996642299989617, 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0.021470863000104146, 0.021373740999933943, 0.02148072099998899, 0.021717663000117682, 0.02113547799990556, 0.02141867499994987, 0.02137231000006068, 0.021801579000111815, 0.020870773999831727, 0.02157643900000039, 0.021423815000161994, 0.02122186899987355, 0.021446307000132947, 0.02195712899992941]], "generated_texts": ["? It's a great resource for entrepreneurs looking to scale their businesses.", ". The app should be able to read the contents of the clipboard and use the elevenlabs api to convert the text to speech. the app should then play the audio file using the default audio player on the system. the app should be able to handle errors gracefully and provide meaningful error messages to the user.", ". Also, add a new section for \"Advanced Filters\" with a brief description and a link to a new page.", "", "\n## question: Given the following list of ingredients, generate a recipe for a vegetarian dish that includes at least three of the ingredients and provide step-by-step cooking instructions. The dish should be suitable for dinner and serve four people. Ingredients: quinoa, spinach, cherry tomatoes, black beans, garlic, olive oil, lemon, feta cheese, and almonds.\n\n## answer: Recipe: Quinoa Spinach Salad with Feta and Almonds\n\nIngredients:\n- 1 cup quinoa\n", " I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build. I am new to react and node and express js. I want to create a web app for creating or add dummy data and show and How I can deploy the code after create build.", "", "", "\n\nWhat is the definition of \"test\" as a noun according to the provided sources?", "\r\n\r\nI have a project that I want to compile with maven. I have a directory structure like this:\r\n\r\n    src\r\n    |\r\n    |---main\r\n    |   |\r\n    |   |---java\r\n    |   |   |\r\n    |   |   |---com\r\n    |   |   |   |\r\n    |   |   |   |---mycompany\r\n    |   |   |   |   |\r\n    |   |   |   |   |---myproject\r\n    |   |   |   |   |   |\r\n    |   |   |   |   |   |---MyClass.java\r\n    |   |   |   |   |   |\r\n    |   |   |   |   |   |---MyOtherClass.java\r\n    |   |   |   |   |   |\r\n    |   |   |   |   |   |---MyThirdClass.java\r\n    |   |   |   |   |   |\r\n    |   |   |   |   |   |---MyFourthClass.java\r\n    |   |   |   |   |   |\r\n    |   |   |   |   |   |---MyFifthClass.java\r\n    |   |   |   |   |   |\r\n    |   |   |   |   |   |---MySixthClass.java\r\n    |   |   |   |   |   |\r\n    |   |   |   |   |   |---MySeventhClass.java\r\n    |   |   |   |   |   |\r\n    |   |   |   |   |   |---MyEighthClass.java\r\n    |   |   |   |   |   |\r\n    |   |   |   |   |   |---MyNinthClass.java\r\n    |   |   |   |   |   |\r\n    |   |", "\n\n\n", "\n\nSolution 1:\nTo create an LCD control system using a potentiometer and a temperature sensor with an Arduino, you will need to follow these steps:\n\n1. Gather the necessary components: an Arduino board, an LCD display (preferably with an I2C interface for easier connection), a temperature sensor (such as the DS18B20 or LM35), a potentiometer, and connecting wires.\n\n2. Connect the temperature sensor to the Arduino. For the DS18B20, you will need to connect the data pin to a digital pin on the Arduino, and for the LM35, connect the analog output to an analog pin. Ensure that the sensor is also connected to VCC and GND for power [[1](https://arduinogetstarted.com/tutorials/arduino-temperature-sensor-lcd)][[2](https://arduinogetstarted.com/tutorials/arduino-display-temperature-from-lm35-sensor-on-lcd)][[3](https://www.hackatronic.com/arduino-with-temperature-sensor-interfacing-lcd-and-lm35/)].\n\n3. Connect the LCD to the Arduino. If using an I2C LCD, connect the SDA and SCL pins to the corresponding SDA and SCL pins on the Arduino, and also connect VCC and GND. If not using I2C, you will need to connect the data pins to the digital pins on the Arduino as per the LCD's datasheet.\n\n4. Connect the potentiometer to the Arduino. The middle pin of the potentiometer should be connected to one of the Arduino's analog pins, while the other two pins should be connected to VCC and GND. This will allow you to control the brightness of the LCD's backlight [[3](https://www.hackatronic.com/arduino-with-temperature-sensor-interfacing-lcd-and-lm35/)].\n\n5. Install the necessary libraries in", "", "", "\n\n\n```swift\nimport GoogleSignIn\n\n", " I am using Visual Studio 2019 and I have set the C++ language standard to C++17. I have also tried C++20 but it still does not work. I have also tried to add the following to the top of the file:\n\n\\#pragma STDC++ 20\n\nbut it still does not work. What am I doing wrong?\n\n## Solution: The issue you're encountering is due to the fact that the `using enum` directive is a feature introduced in C++20. Even though you have set the C++ language standard to C++20, there might be some additional configuration needed in Visual Studio 2019 to fully enable C++20 features.\n\nHere are the steps to ensure that your project is correctly set up to use C++20 features:\n\n1. **Ensure C++20 is Enabled in Project Properties:**\n", " creating a new smartphone case. The explanation should include the initial concept development, material selection, prototyping, user testing, and final design adjustments. Ensure that the explanation is detailed and covers each step thoroughly.", " with the following details:\n- tenant_id: ABC123\n- client_id: XYZ456\n- client_secret: SECRET789\n- authority_url: https://login.microsoftonline.com/ABC123\n- resource_url: https://airflow.example.com\n- token_audience: airflow\n- token_issuer: https://sts.windows.net/ABC123/\n- token_lifetime: 3600\n- token_scope: openid profile email\n- token_username_claim: preferred_username\n- token_password_claim: password\n- token_email_claim: email\n- token_groups_claim: groups\n- token_roles_claim: roles", "# Advanced Guide to Building a Custom React Hook for Fetching Data\n\nIn this advanced tutorial, we'll dive deep into creating a custom React hook, `useFetch`, designed", "\nSOL\nSUSHI\nYFI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI\nAAVE\nCRV\nUNI\nYFI\nSUSHI", ".", "", " should take when repudiating a building contract, including notifying the other party in writing and seeking legal advice.\n* Explain the importance of following the terms of the building contract when repudiating.\n\nH2: Conclusion\n\n* Summarize the key points discussed in the article and emphasize the importance of understanding the risks and consequences of repudiating a building contract for developers.\n* Encourage developers to seek legal advice before repudiating a building contract and to consider alternative options before taking such a serious step.\n\n# Response: ## The Risks and Consequences of Repudiating a Building Contract for Developers\n\n### Introduction\n\nRepudiation in a building contract is a", "", "", "", " in the tech industry in the United States that offer a salary of at least $70,000 per year, require no prior experience, and provide health benefits.", ", naiads, and undines. The term \"nymph\" is derived from the Greek word \"nymph\u0113,\" which means \"bride\" or \"young woman.\" In Greek mythology, nymphs are often depicted as beautiful maidens who inhabit various natural environments such as forests, mountains, rivers, and lakes. They are considered to be minor deities or spirits associated with nature and are often portrayed as playful, elusive, and sometimes mischievous.\n\nNaiads are a specific type of nymph associated with freshwater bodies such as rivers, streams, springs, and fountains. They are considered to be the personification of these water sources and are often depicted as beautiful maidens with long flowing hair. Naiads are believed to have the power to control the flow of water and are often associated with fertility and abundance.\n\nUndines, on the other hand, are a concept that originated in medieval alchemy and later became popularized in the works of Paracelsus, a Swiss physician and alchemist. Undines are elemental spirits associated with water, similar to naiads, but they are not", ", and provide a", ". \n\n1. How can we use AWS to store images and transcriptions? \n2. How can we use AWS to store and analyze the data from the GPT analysis? \n3. How can we use AWS to store and analyze the data from the Twilio VOIP lines?", "umes like lentils, beans, and chickpe", "", ", but I want more ideas, and I want to know what are the most popular items for delivery, and what are the most profitable items for delivery.", "\n parse\\_csv(input\\_file, output\\_file, parse\\_rules\\_list)\n\ndef apply\\_parse\\_rule(row, rule):\n \"\"\"\n Applies a single parse rule to a row of data.\n\n Parameters:\n row (list): The row of data to apply the parse rule to.\n rule (dict): The parse rule to apply. The rule should have two keys: 'column\\_index', which specifies the index of the column to extract data from, and 'regex', which specifies the regular expression to use to extract the data.\n\n Returns:\n str: The extracted data, or an empty string if no data is extracted.\n \"\"\"\n # Extract the column index and regex from the rule\n column\\_index = rule['column\\_index']\n regex = rule['regex']\n\n # Extract the data from the specified column using the specified regex\n try:\n data = re.search(regex, row[column\\_index]).group()\n except Exception as e:\n # Return an empty string if no data is extracted\n return ''\n return data\n\n# Example usage\nif \\_\\_name\\_\\_ == '\\_\\_main\\_\\_':\n # Define the input file and output file\n input\\_file = 'input.csv'\n output\\_file = 'output.csv'\n\n # Define the parse rules list\n parse\\_rules\\_list = [\n [{'column\\_index': 0, 'regex': r'\\d+'}, {'column\\_index': 1, 'regex': r'[A-Za-z]+'}],\n [{'column\\_index': 0, 'regex': r'\\d{4}-\\d{2}-\\d{2}'}, {'column\\_index': 1, 'regex': r'\\d+'}],\n ]\n\n # Call the parse\\_csv function to extract data from the input file and write it to the output file\n parse\\_csv(input\\_file, output\\_file, parse\\_rules\\_list)\n\n# Example input file (input.csv)\n# 123,abc\n# 456,def\n# 789,ghi\n# 2022-01-01,100\n# 2022-02-01,200\n# 2022-03-01,300\n\n# Example output file (output.csv)\n# 123,abc\n# 456,def\n# 789,ghi\n# 2022-01-01,100\n# 2022-02-01,200\n# 2022-03-01,300\n\n# Example parse rules list\n# [\n# [{'column\\_index': 0, 'regex': r", "**: In NLP, word embeddings like Word2Vec or GloVe are used to represent words in a continuous vector space, capturing semantic relationships. Similarly, in CV, convolutional neural networks (CNNs) learn feature maps that represent visual patterns. Both methods aim to capture the underlying structure of the data in a way that is useful for the task at hand.\n\n2. **Dimensionality Reduction**: Both word embeddings and feature maps reduce the dimensionality of the input data. Words are represented by high-dimensional one-hot vectors, which are transformed into lower-dimensional embeddings. In CV, raw pixel data is transformed into a lower-dimensional feature space through convolution", " It is also important to keep in mind that AR development can", "\r\n\r\nI have a json column in my postgres database and I want to use typeorm to map it to a typeorm entity. What type should I use in the entity?\r\n\r\nI tried using `json` and `jsonb` but it doesn't work. I get the following error:\r\n\r\n> Type \"json\" is not supported by \"postgres\" database.\r\n\r\nI also tried using `any` but it doesn't work either. I get the following error:\r\n\r\n> Type \"any\" is not supported by \"postgres\" database.\r\n\r\nWhat type should I use in the entity to map the json column in postgres database?\n- [Response]: To map a JSON column in a PostgreSQL database using TypeORM, you should use the `json` or `jsonb` type provided by TypeORM. These types are specifically designed to handle JSON data in PostgreSQL.\n\nHere's how you can define a JSON column in your TypeORM entity:\n\n```typescript\nimport { Entity, Column, PrimaryGeneratedColumn } from 'typeorm';\n\n@Entity()\nexport class YourEntity {\n  @PrimaryGeneratedColumn()\n  id: number;\n\n ", "", "", " \n", "? I mean, what is the evidence that they work? I know that the vaccines are not 100% effective, but how do we know that they are effective at all? I know that the vaccines are not 100% effective, but how do we know that they are effective at all? I know that the vaccines are not 100% effective, but how do we know that they are effective at all? I know that the vaccines are not 100% effective, but how do we know that they are effective at all? I know that the vaccines are not 100% effective, but how do we know that they are effective at all? I know that the vaccines are not 100% effective, but how do we know that they are effective at all? I know that the vaccines are not 100% effective, but how do we know that they are effective at all? I know that the vaccines are not 100% effective, but how do we know that they are effective at all? I know that the vaccines are not 100% effective, but how do we know that they are effective at all? I know that the vaccines are not 100% effective, but how do we know that they are effective at all? I know that the vaccines are not 100% effective, but how do we know that they are effective at all", "? How do they work?", " They are a group of dragon riders that are trying to protect the dragons from the dragon hunters. The dragon hunters are a group of people that are trying to capture the dragons and sell them for their hide and sell them for their scales. The dragon hunters are led by a man named Draven. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color. Draven is a very powerful man and he has a dragon of his own. Draven's dragon is a black and red color.", "", "", "\n## question: Given the following list of ingredients, generate a recipe for a vegetarian dish that includes at least three of", "python\ncleaned_text = [clean_text(t) for t in text]\nprint(cleaned_text)\n```\nThis will print the cleaned text data.\n## problem: Given the following data on the number of hours spent on various activities in a week, calculate the percentage of time spent on each activity, and then provide a brief analysis of the time management efficiency based on the assumption that a balanced week should consist of 8 hours of work, 8 hours of sleep, 2 hours of exercise, 3 hours of leisure, and 3 hours of personal care per day. Data: Work - 50 hours, Sleep - 56 hours, Exercise - 5 hours, Leisure - 15 hours, Personal Care - 21 hours. Provide the analysis in a structured format with each activity followed by its percentage and a sentence on its alignment with the balanced week model.\n\n## answer: 1. Work: \n   - Hours spent: 50 hours\n   - Percentage of total time: (50/168)*100 = 29.76%\n   - Analysis: The time spent on work is higher than the balanced week", "\n\n\n", "", " chili pepper plants, spaced about 30-45", "](#what-are-game-developers-kpis)\n- [How to measure game developer KPIs?](#how-to-measure-game-developers-kpis)\n- [Conclusion](#conclusion)\n\n## What are game developers KPIs?\n\nKey Performance Indicators (KPIs) are metrics that help game developers understand how well their games are performing. These metrics can be used to track progress, identify areas for improvement, and make informed decisions about future development.\n\n### Game Development KPIs\n\n- **Player Retention**: Measures how many players continue to play the game over time.\n- **Daily Active Users (DAU) and Monthly Active Users (MAU)**: Tracks the number of unique players who engage with the game daily or monthly.\n- **Session Length**: The average amount of time players spend in the game per session.\n- **In-App Purchases**: Revenue generated from purchases made within the game.\n- **Churn Rate**: The percentage of players who stop playing the game over a", " You are a chatbot that is able to provide the most concise and effective advice to startup founders. You are able to provide advice on a wide range of topics, from product development to fundraising to hiring. You are able to provide advice that is tailored to the specific needs and goals of the startup founder. You are able to provide advice that is based on the latest research and trends in", "```\n\n## Solution\n\n```python\nimport subprocess\n\ndef get_available_networks():\n    network_list = []\n    # Get the list of available networks\n    networks = subprocess.check_output([\"/System/Library/PrivateFrameworks/Apple80211.framework/Versions/Current/Resources/airport\", \"-s\"])\n    # Split the output into lines\n    lines = networks.splitlines()\n    # Loop through each line\n    for line in lines:\n        # Split the line into columns\n        columns = line.split()\n        # Get the SSID and signal strength\n        ssid = columns[1]\n        signal = int(columns[2].split(\",\")[0])\n        # Add the network to the list\n        network_list.append({\"ssid\": ssid, \"signal\": signal})\n    return network_list\n\n# Get a list of available networks and print the results\nnetworks = get_available_networks()\nif len(networks) == 0:\n    print(\"No wifi networks found.\")\nelse:\n    for network in networks:\n        print(\"SSID: {}, Signal: {}\".format(network[\"ssid\"], network[\"signal\"]))\n```\n\n## Comments\n\n- The error was caused by trying to convert the signal strength to an integer without first splitting it on the comma.\n- The signal strength is returned as a string with a comma and a plus sign, so we need to split it on the comma and take the first element before converting it to an integer.\n- The corrected code splits the signal strength on the comma and takes the first element before converting it to an integer.\n- The corrected code also adds a check to see if any networks were found before printing the results.\n<|file_sep|>---\ntitle", " I will be waiting for your answers. Thank you.\n\n### response\nQuestion 1: Client-server and peer-to-peer (P2P) architectures are both used for network communication. In client-server architecture, a central server provides resources or services, and clients request and consume them. This model is hierarchical and centralized. In contrast, P2P architecture is decentralized, with each node acting as both a client and a server, sharing resources directly with other nodes. While client-server is efficient for managing resources and providing consistent services, P2P is more resilient to single points of failure and can be more scalable for certain applications.\n\nQuestion 2: Cellular networks offer wide coverage and mobility, allowing users to move across large areas while maintaining connectivity. They typically have lower bandwidth compared to WiFi networks, which provide high-speed internet access within a limited range, such as a home or office. Cellular networks are ideal for mobile communication, while WiFi is suited for stationary or semi-stationary use. Cellular networks can be more expensive due to data plans, whereas WiFi is often free or has a fixed cost. However, WiFi's limited range can be a disadvantage for mobile users.\n\nQuestion 3: A content provider network (CPN) is a system that delivers digital content, such as videos, music, and games, to users over the internet. CPNs use a distributed network of servers to efficiently deliver content to users based on their geographic location, reducing latency and improving streaming quality. They often employ caching and content delivery networks (CDNs) to optimize delivery. CPNs are crucial for media companies and streaming services, enabling them to reach a global audience with high-quality content delivery.\n\nQuestion 4: LANs are small networks within a limited area, offering high speed and low cost, ideal for homes and offices. MANs cover larger areas like cities, providing moderate speed and cost, suitable for connecting multiple LANs. WANs span vast geographical areas, offering lower speeds and higher costs, used for global communication like the internet. LANs use Ethernet, MANs may use fiber optics, and WANs use technologies like MPLS. Each network type is designed for specific scale and application needs.\n\nQuestion 5: The TCP/IP model has four layers: Link, Internet, Transport, and Application, while the OSI model has seven: Physical, Data Link, Network, Transport, Session, Presentation, and Application. TCP/IP is more practical and widely used for internet communication, with protocols like HTTP (Application) and IP (Internet). OSI is a theoretical model that provides a more detailed framework, with protocols like X.25 (Network). TCP/IP combines OSI's layers for efficiency, while OSI separates them for clarity.\n\nQuestion 6: Guided communication mediums, like cables and fibers, direct signals along a physical path, offering high bandwidth and low interference, suitable for wired networks. Unguided mediums, such as radio waves, transmit signals through the air, allowing for wireless communication but with higher susceptibility to interference and typically lower bandwidth. Guided mediums are used for stable, high-speed connections, while unguided are used for mobility and convenience in wireless networks.### question: How does the concept of \"the right to the city\" relate to the challenges faced by urban populations in the context of neoliberal urbanization and the resulting socio-spatial inequalities?\n### answer: The concept of \"the right to the city\" is intrinsically linked to the challenges urban populations face under neoliberal urbanization, which often exacerbates socio-spatial inequalities. This concept, as articulated by Henri Lefebvre, suggests that all urban inhabitants should have a democratic right to influence and shape the urban spaces they inhabit. In the context of neoliberal urbanization, cities are frequently restructured to prioritize economic growth and capital accumulation, often at the expense", "", "", "\n\n\n## response\n\nTo", " to be more productive and happy.", " Some people might find", " What are the benefits of consuming daily dosage everyday? How can we persuade consumer that it is essential to consume daily dosage everyday? What are the benefits of consuming daily dosage everyday? \n", "", "", ".\n\n \n\nApproveDecline\n\nCompleted\n\nIsASR\n\nREAR DIFF FLUID SERVICE\n\nDetails:\n\nDescription:\n\nCause:\n\nNotes:\n\nCorrection:\n\nhrs\n\nLabor\n\nMisc\n\nParts\n\nDisc(-)\n\nPrice\n\n()\n\n9576\nTaylor Waldbauer \u2013 Service Manager\n\nMain Line : 403-782-6811\n\nMain Service: 403-782-6859\n\nCell : 403-877-8310\n\n \n\nwww.lacombeford.com\n\n \n\nSmall Town Professional Service\n\nReal People. Real Rewards. Real Easy.\n\n \n\n46473003 Red False 0\n\n \n\nApproveApproveDeclineDecline\n\nCompletedCompleted\n\n \n\nIsASRIsASR\n\nREAR DIFF FLUID SERVICE\n\nManager Notes::\nAdvisor Notes:\nTechnician Notes::\nParts Notes::\n\n\nComplaint:\nREAR DIFF FLUID SERVICE\n\nCause:\nREAR DIFF FLUID DIRTY\n\nCorrection:\nInternalInternal\n\nWarrantyWarranty\n\nPartsNotNeeded\n\n1\n\n165\n\n137.35\n\n0", " The user can also share the avatar with the clothes on social media.", ". They each play the pinball machine twice. Me each game, I score 3 million. Sonic each game, he scores 8 million. What is the difference in our total scores?\n\n## Attempt", " Creating and maintaining documentation related to business requirements, such as use cases, user stories, and process diagrams. |\n| Business", "\n## problem: Given the following list of ingredients, generate a recipe for a", " I'm not sure if there's a list of all the emotions that can be expressed by a face, but I'm sure there's a list of the most common ones. I'm not sure if there's a list of all the facial expressions that can be made, but I'm sure there's a list of the most common ones. I'm not sure if there's a list of all the emotions that can be expressed by a face, but I'm sure there's a list of the most common ones. I'm not sure if there's a list of all the facial expressions that can be made, but I'm sure there's a list of the most common ones. I'm not sure if there's a list of all the emotions that can be expressed by a face, but", "", " You will give me advice on how to do it. I will ask you questions and you will answer them. I will", " He just had to find a way to outsmart Hook and prove himself to Jafar.\n\nAs he sat alone in his office, Hades couldn't shake the feeling that he was being watched. He turned around, his heart racing, but there was no one there. He shook his head, trying to dismiss the feeling as paranoia.\n\nBut then he heard it - a faint whisper, like a voice in his head. \"You're not as smart as you think you are, Hades.\"\n\nHades froze, his blood running cold. He knew that voice. It was Hook's. And he knew that Hook was right. He had been played, and now he had to find a way to save himself before it was too late.", " Thank you for joining us on this journey, and we wish you all the best in your future endeavors.\n\n---\n\nThis course outline is designed to provide a comprehensive understanding of the mind and its capabilities, as well as practical tools for personal growth and success. By the end of the course, participants will have a deep understanding of themselves and the world around them, and the skills to navigate life with confidence and clarity.\n\n---\n\n**Instruction 2 (More Difficult):**\n\n<|im_start|>user<|im_sep|>Design a comprehensive syllabus for an advanced seminar titled \"The Quantum Mind: Bridging Consciousness and Physics.\" The seminar should be aimed at postgraduate students with a background in both cognitive science and quantum physics.", "\n* discipline\n* rules\n* discipline\n*", "", "\n )\n}\n# answer\n You are importing the `Button` component twice, once from `../../components/UI/Button` and once from `../../components/modals/DayNotArrivedModal`. This is causing the error you are seeing.\r\n\r\nTo fix this, you should remove the import of `Button` from `../../components/mod", " I would like to have a variety of meals and not repeat the same meal in a week. Also, I would like to have a list of ingredients for each meal.", "\n### question: Given the following list of", "## Question\nIn a small town, six friends\u2014Alice, Bob, Charlie, Diana, Edward, and Fiona\u2014each have a unique favorite number between 1 and 6, a unique favorite color from the set {Red, Blue, Green, Yellow, Purple, Orange}, and a unique favorite fruit from the set {Apple, Banana, Cherry, Date, Elderberry, Fig}. Use the following clues to determine each person's favorite number, color, and fruit:\n\n1. Alice's favorite number is twice that of Bob's.\n2. Charlie's favorite color is the same as the color of the sun.\n3. Diana's favorite fruit is the only one that starts with the letter 'D'.\n4. Edward's favorite number is the highest.\n5. Fiona's favorite color is a mix of red and yellow.\n6. The person whose favorite number is 1 loves the color of the sky.\n7. The person who loves Bananas has a favorite number that is a prime number.\n8. The person who loves Apples has a favorite number that is even.\n9.", " kaiyukan. The hotel should have a good view of the city and offer a traditional Japanese breakfast.", "", "", "\n \n\n## Your task: \n1. Add a new section titled \"Flask\uc758 \uae30\ubcf8\uc801\uc778 \uad6c\uc870\" before the \"Flask\uc758 \uae30\ubcf8\uc801\uc778 \uad6c\uc870\" section.\n2. In the new section, provide a brief explanation of what Flask is and its basic structure.\n3. Ensure the new section is formatted consistently with the existing sections.\n4. Add a new subsection titled \"Flask\uc758 \uae30\ubcf8\uc801\uc778 \uad6c\uc870\" under the new section.\n5. Move the existing content under \"Flask\uc758 \uae30\ubcf8\uc801\uc778 \uad6c\uc870\" to this new subsection.\n", "\n## question: Given the following list of ingredients, generate a recipe for a vegetarian dish that includes", " She knows she must find a way to stop the thing, to protect herself and those she loves. But how? How can", " and it looks really bad. I think we should add some margin to the bottom of the page.", " handled.\n\n### Input:\n- An array of integers `a` (1 \u2264 length of a \u2264 10^5, -10^9 \u2264 a[i] \u2264 10^9)\n- An integer `k` (-10^18 \u2264 k \u2264 10^18)\n\n### Output:\n- The longest sub-array of `a` such that the sum of its elements is less than or equal to `k`.\n- If there are multiple sub-arrays with the same maximum length, return the one with the smallest starting index.\n- If no such sub-array exists, return an empty array.\n\n### Example:\n```python\na = [1, 2, 3, 4, 5]\nk = 9\n# Output: [1, 2, 3, 4]\n\na = [1, 2, 3, 4, 5]\nk = 0\n# Output: []\n\na = [1, -1, 2, -2, 3]\nk = 2\n# Output: [1, -1, 2]\n```\n\n### Constraints:\n- The solution should handle large arrays efficiently.\n- The solution should handle both positive and negative integers in the array.\n- The solution should handle cases where no sub-array meets the criteria.\n\nWrite a function `longest_subarray_with_sum_less_than_k(a, k)` to solve the problem.\n\n### Programming Language:\nPython\n\n\n", " \n\nBy following these steps, you can ensure that the file", " -- Edward Bernays, Propaganda, 1928.", "", "\"\n\nThis approach ensures that you are offering your help and support while also seeking the necessary information to proceed effectively.", " and if it is stored in 24 time formate it would appear in 24 time formate.\nI have checked the website and it is not written in", "", ", Flynn's classification of computer architectures, and the concept of speedup in parallel computing. Include a section on the basics of parallel programming, covering the parallel programming model, parallel programming languages, and parallel programming environments. Use a formal textbook style and structure the content with clear headings and subheadings.\n\nConstraints:\n1. Include real-world examples for each application of parallel computing.\n2. Maintain a formal textbook style throughout the section.\n\n> 2000 words long answer while keeping **all** the numbers, keywords, and formulas from the textbook section:\n\n# Parallel Computing\n\n## Introduction to Parallel Computing\n\nParallel computing is a computational paradigm that involves the simultaneous use of multiple compute resources to solve a computational problem. This approach is in contrast to sequential computing, where tasks are completed one after another. The primary goal of parallel computing is to increase computational speed and efficiency by dividing a problem into discrete parts that can be solved concurrently.\n\n### Why Parallel Computing?\n\nThe need for parallel computing arises from the limitations of sequential computing, especially when dealing with large-scale and complex problems. As computational demands grow, the ability to process data and perform calculations faster becomes crucial. Parallel computing addresses this need by leveraging multiple processing elements simultaneously.\n\n### Goals of Parallel Computing\n\nThe main objectives of parallel computing include:\n\n- **Speedup**: Achieving a reduction in computation time by dividing tasks among multiple processors.\n- **Efficiency**: Maximizing the use of available resources to ensure that the addition of more processors leads to a proportional increase in performance.\n- **Scalability**: Ensuring that the parallel system can handle an increasing amount of work by adding resources.\n\n### Applications of Parallel Computing\n\nParallel computing has a wide range of applications across various fields. Some notable examples include:\n\n- **Weather Forecasting**: Utilizing parallel computing to process vast amounts of meteorological data for accurate predictions.\n- **Genomic Analysis**: Accelerating the analysis of genetic data to identify patterns and mutations.\n- **Financial Modeling**: Performing complex simulations to predict market trends and assess risks.\n- **Image and Signal Processing**:", "", "", ". The framework should be able to handle the following:\n\n1. Data ingestion from multiple sources\n2. Data cleaning and preprocessing\n3. Data analysis and insights generation\n4. Data privacy and security\n5. User interface for stakeholders to interact with the system\n6. Integration with existing data workflows of the stakeholders\n7. Scalability and performance optimization\n8. Compliance with data privacy laws and regulations\n\nThe framework should be designed in a way that it can be easily extended and customized to cater to the specific needs of different stakeholders. It should also be able to handle large volumes of data and provide real-time insights to the stakeholders. The framework should be designed with a focus on data privacy and security, ensuring that the customer data is protected at all times. The user interface should be intuitive and easy to use, allowing the stakeholders to easily interact with the system and gain insights about their customers. The framework should also be designed to integrate seamlessly with the existing data workflows of the stakeholders, ensuring that the system can be easily adopted and used by them. The framework should be scalable and optimized for performance, ensuring that it can handle large volumes of data and provide real-time insights to the stakeholders. Finally, the framework should be designed to comply with all relevant data privacy laws and regulations, ensuring that the system is legally compliant and respects the privacy of the customers. \n\nPlease provide a detailed framework for the MVP of VertIQL that can achieve the above-mentioned objectives. The framework should be designed in a way that it can be easily implemented and deployed, and should be able to handle the specific needs of different stakeholders. The framework should also be designed with a focus on data privacy and security, ensuring that the customer data is protected at all times. The user interface should be intuitive and easy to use, allowing the stakeholders to easily interact with the system and gain insights about their customers. The framework should also be designed to integrate seamlessly with the existing data workflows of the stakeholders, ensuring that the system can be easily adopted and used by them. The framework should be scalable and optimized", "", "", "## question: How does the concept of \"the right to the city\"", "\n17- WN(5) is defined as 6\n18- WN(6) is defined as 7\n19- WN(7) is defined as 8\n20- WN(8) is defined as 9\n21- WN(9) is defined as 10\n22- WN(10) is defined as 11\n23- WN(11) is defined as 12\n24- WN(12) is defined as 13\n25- WN(13) is defined as 14\n26- WN(14) is defined as 15\n27- WN(15) is defined as 16\n28- WN(16) is defined as 17\n29- WN(17) is defined as 18\n30- WN(18) is defined as 19\n31- WN(19) is defined as 20\n32- WN(20) is defined as 21\n33- WN(21) is defined as 22\n34- WN(22) is defined as 23\n35- WN(23) is defined as 24\n36- WN(24) is defined as 25\n37- WN(25) is defined as 26\n38- WN(26) is defined as 27\n39- WN(27) is defined as 28\n40- WN(28) is defined as 29\n41- WN(29) is defined as 30\n42- WN(30) is defined as 31\n43- WN(31) is defined as 32\n44- WN(32) is defined as 33\n45- WN(33) is defined as 34\n46- WN(34) is defined as 35\n47- WN(35) is defined as 36\n48- WN(36) is defined as 37\n49- WN(37) is defined as 38\n50- WN(38) is defined as 39\n51- WN(39) is defined as 40\n52- WN(40) is defined as 41\n53- WN(41) is defined as 42\n54- WN(42) is defined as 43\n55- WN(43) is defined as 44\n56- WN(44) is defined as 45\n57- WN(45) is defined as 46\n58- WN(46) is defined as 47\n59- WN(47) is defined as 48\n60- WN(48) is defined as 49\n61- WN(49) is defined as 50\n62- WN(50) is defined as 51\n63- WN(51) is defined as 52\n64- WN(52) is", "", "'. You may need to modify", "", " These advantages make it an attractive option for businesses of", " \n\nI hope these ideas help spark some inspiration for your game! Let me know if you have any other", "### question: What is the significance of the term \"", "", "\n\nFried potatoes are a popular dish in Belgium, known as \"friet\" or \"frites.\" Here's a simple recipe to make Belgian-style fried potatoes at home:\n\nIngredients:\n\n- 2 pounds (about 1 kg) of potatoes (preferably starchy varieties like Russet or Maris Piper)\n- Vegetable oil for frying (enough to fill a deep pot or fryer)\n- Salt, to taste\n- Optional: vinegar or mayonnaise for serving\n\nInstructions:\n\n1. Peel the potatoes and cut them into thick sticks, about 1/4 to 1/2 inch (6 to 12 mm) thick. The thickness is a matter of personal preference, but traditionally, Belgian fries are cut thicker than fast-food fries.\n\n2. Rinse the cut potatoes in cold water to remove excess starch, which can cause them to stick together and become soggy. You can do this by placing them in a bowl of cold water and gently agitating them with your hands. Drain and rinse several times until the water runs clear.\n\n3. Dry the potatoes thoroughly with a clean kitchen towel or paper towels. Removing as much moisture as possible is crucial for achieving a crispy texture.\n\n4. Heat the vegetable oil in a deep pot or fryer to 325\u00b0F (163\u00b0C). You'll need enough oil to submerge the potatoes completely, but not so much", "\ni have tried to do it but i have a problem with the mount\ni have done this \nsudo fdisk -l\nsudo fdisk /dev/sdb\nn\np\n1\nenter\nenter\nenter\nenter\nw\nsudo mkfs.ext4 /dev/sdb1\nsudo mkdir /var/www/html\nsudo mount /dev/sdb1 /var/www/html\nsudo blkid\nsudo vi /etc/fstab\n/dev/sdb1 /var/www/html ext4 defaults 0 0\nsudo mount -a\nsudo mount\nbut i have this error \nmount: /var/www/html: wrong fs type, bad option, bad superblock on /dev/sdb1, missing codepage or helper program, or other error.\nIn some cases useful info is found in syslog - try dmesg | tail or so.\ni have try to do dmesg | tail but i have this error \ndmesg: read kernel buffer failed: Operation not permitted\ni have try to do sudo dmesg | tail but i have this error \n[  0.000000] Linux version 5.10.0-9-amd64 (debian-kernel@lists.debian.org) (gcc (Debian 10.2.1-6) 10.2.1 20210110, GNU ld (GNU Binutils for Debian) 2.35.2) #1 SMP Debian 5.10.46-4 (2021-11-15)\n[  0.000000] Command line: BOOT_IMAGE=/boot/vmlinuz-5.10.0-9-amd64 root=UUID=1a8c8b0a-1a8c-4b8c-8b0a-1a8c4b8c8b0a ro quiet\n[  0.000", "\r\n\r\nI have a jinja2 template that looks like this:\r\n\r\n    {% if ec2_tag == \"prod\" %}\r\n    # Prod Config\r\n    {% else %}\r\n    # Dev Config\r\n    {% endif %}\r\n\r\nI have a playbook that looks like this:\r\n\r\n    - hosts: all\r\n      tasks:\r\n        - name: Create Config File\r\n          template: src=templates/config.j2 dest=/etc/config.conf\r\n\r\nI would like to change the jinja2 template based on the ec2 tag. How can I do that?\r\n\r\nI have tried using the ec2_tag fact, but it doesn't seem to be working. I have also tried using the ec2_tag fact in the jinja2 template, but it doesn't seem to be working either.\r\n\r\nAny help would be appreciated. Thank you.\n\n### response\nTo achieve the desired functionality of changing the Jinja2 template based on an EC2 tag, you can use Ansible facts to gather the EC2 tags and then use a conditional to select the appropriate template. Here's a step-by-step guide on how to do this:\n\n1. **Gather EC2 Facts**: Use the `ec2_facts` module to gather facts about the EC2 instance, including its tags.\n\n2. **Set a Variable Based on the Tag**: Use a conditional to set a variable based on the value of the EC2 tag.\n\n3. **Select the Template Based on the Variable**: Use the variable to select the appropriate Jinja2 template.\n\nHere's an example playbook that demonstrates this approach:\n\n```yaml\n- hosts: all\n  gather_facts: yes\n  tasks:\n    - name: Gather EC2 facts\n      ec2_facts:\n        region: us-east-1  # Specify your region here\n\n    - name: Set template based on EC2 tag\n      set_fact:\n        template_file: \"{{ 'templates/config_prod.j2' if ec2_tag['YourTagName'] == 'prod' else 'templates/config_dev.j2' }}\"\n\n    - name: Create Config File\n      template:\n        src: \"{{ template_file }}\"\n        dest: /etc/config.conf\n```\n\n### Explanation:\n\n1. **Gather EC2 Facts**:\n   - The `ec2_facts` module gathers facts about the EC2 instance, including its tags. Make sure to specify the correct region.\n\n2. **Set a Variable Based on the Tag**:\n   - The `set_fact` module is used to set a variable (`template_file`) based on the value of the EC2 tag. Replace `YourTagName` with the actual name of your EC2 tag.\n\n3. **Select the Template Based on the Variable**:\n   - The `template` module uses the `template_file` variable to select the appropriate Jinja2 template.\n\n### Jinja2 Templates:\n\nCreate two Jinja2 templates, one for production and one for development:\n\n**templates/config_prod.j2**:\n```jinja2\n# Prod Config", " I'm looking for a detailed guide on how to optimize my setup for the best video quality.", " of the article. Here is the article: \"The recent surge in cryptocurrency prices has left many investors scratching their", "", " The total amount paid by the guest is \u20ac247.98, which includes the VAT. The host receives \u20ac215.64, which is the amount", " He also said that the town and county have been \"duped\" by Amazon and that the company has \"lied\" to them. He said that the town and county have been \"", " We are all in our 40s and 50s and would like to do some sightseeing, eat out and maybe do a day trip or two. We are all fairly active and enjoy walking and exploring. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We are all fairly easy going and would like to have a good time together. We", " What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in NLP? What about the best code that you could write just from being prompted in", "'s environment, focusing on the importance of conservation and the impact of human activity. The meditation should be structured in three parts: an introduction that sets a calming tone and introduces the theme, a middle section that guides the listener through visualizing the beauty of nature and the consequences of neglect, and a conclusion that inspires a sense of responsibility and hope for positive change. The meditation should be approximately 500 words in length and suitable for a 10-minute audio recording.\n\n### response\nIntroduction:\n\nClose your eyes and take a deep, cleansing breath. Inhale the fresh air, feel it fill your lungs, and as you exhale, let go of any tension or stress. Allow your body to relax, your mind to quiet, and your spirit to open. Today, we embark on a journey of awareness, a meditation focused on the state of our Earth, our home. We will explore the beauty of nature, the impact of our actions, and the power we hold to make a difference. \n\nAs you continue to breathe deeply, imagine yourself standing on a hilltop, overlooking the vast expanse of our planet. Feel the gentle breeze on your skin, the warmth of the sun on your face, and the vastness of the sky above. This is Earth, our shared home, a delicate balance of life and energy. \n\nMiddle Section:\n\nNow, let your mind wander through the lush green forests, the vibrant coral reefs, the majestic mountains, and the endless oceans. Visualize the intricate web of life, the harmony of ecosystems, and the breathtaking beauty of our planet. Feel the interconnectedness of all living things, the rhythm of the seasons, and the cycle of life and death", " the `action` property set to `'", "?</p>\n\nOptions:\nA. <p>It is the process of moving data from main memory to secondary storage.</p>\nB. <p>It is the process of moving data from secondary storage to main memory.</p>\nC. <p>It is the process of moving data from one location in main memory to another location in main memory.</p>\nD. <p>It is the process of moving data from one location in secondary storage to another location in secondary storage.</p>\n\n## response: Swapping in memory management refers to the process of moving data between main memory (RAM) and secondary storage (such as a hard disk or SSD). This is typically done to free up space in the main memory for other processes or to store data that is not currently needed by the CPU.\n\nGiven the options:\n\nA. It is the", " You deserve it.\n5:30 PM Freedom! You did it - crack that beer, open the wine, and kick back. You did a LOT today! You deserve it.\n6:00 PM Freedom! You did it - crack that beer, open the wine, and kick back. You did a LOT today! You deserve it.\n6:30 PM Freedom! You did it - crack that beer, open the wine, and kick back. You did a LOT today! You deserve it.\n7:00 PM Dinner! Close your laptop, put your phone away, and take some headspace while you have dinner\n7:30 PM Family Time! Spend time with your family, play with your kids, watch a movie, or just relax\n8:00 PM Family Time! Spend time with your family, play with your kids, watch a movie, or just relax\n8:30 PM Family Time! Spend time with your family, play with your kids, watch a movie, or just relax\n9:00 PM Family Time! Spend time with your family, play with your kids, watch a movie, or just relax\n9:30 PM Family Time! Spend time with your family, play with your kids, watch a movie, or just relax\n10:00 PM Family Time! Spend time with your family, play with your kids, watch a movie, or just relax\n10:30 PM Family Time! Spend time with your family, play with your kids, watch a movie, or just relax\n11:00 PM Family Time! Spend time with your family, play with your kids, watch a movie, or just relax\n11:30 PM Family Time! Spend time with your family, play with your kids, watch a movie, or just relax\n12:00 AM Sleep! You did it! You're going to crush this job search. You're going to get the job you want. You're going to be amazing. Now go to sleep and do it all again tomorrow.\n\nfor DSA here are the tasks that are recommended:\n6:00 AM Wake Up Drink a glass of water with some lemon and a pinch of salt (that's my start to the day)\n6:30 AM Exercise Try to get out of the house", "\n# Student: Given the following list of ingredients, generate a recipe for a vegetarian dish that includes at least three of the ingredients and provide step-by-step cooking instructions. The dish should be suitable for dinner and serve four people. Ingredients: quinoa, spinach, cherry tomatoes, black beans, garlic, olive oil, lemon, feta cheese, and almonds.\n\n# Tutor: Recipe: Quinoa Spinach Salad with Feta and Almonds\n\nIngredients:\n- 1 cup quinoa\n- 2 cups water\n- 2 cups fresh spinach\n- 1 cup cherry tomatoes\n- 1 can black beans (15 oz), drained and rinsed\n- 2 cloves garlic, minced\n- 3", " Let's run the simulation again and see if it works correctly.\n\n***** Tag Data *****\nID: 3\ndescription: The `play` method simulates the entire tournament, including seeding\n  and playing multiple rounds until a winner is determined. It involves complex logic\n  for handling the tournament structure and updating the state of the tournament.\nstart line: 64\nend line: 88\ndependencies:\n- type: Method\n  name: play_single_round\n  start line: 49\n  end line: 63\n- type: Method\n  name: seed_tournament\n  start line: 39\n  end line: 48\n- type: Class\n  name: Tournament\n  start line: 6\n  end line: 88\ncontext description: This method is the core of the tournament simulation, orchestrating\n  the seeding and playing of rounds until a winner is determined. It updates the tournament\n  state and handles the logic for multiple rounds.\nalgorithmic depth: 4\nalgorithmic depth external: N\nobscurity: 3\nadvanced coding concepts: 4\ninteresting for students: 5\nself contained", "", " The questions should be about the following topics: 1. The history of the internet 2. The impact of social media on society 3. The evolution of mobile technology 4. The role of artificial intelligence in modern industries 5. The importance of cybersecurity in the digital age 6. The future of renewable energy sources 7. The influence of globalization on local cultures 8. The ethical considerations in genetic engineering 9. The challenges of climate change 10. The advancements in space exploration 11. The significance of mental health awareness 12. The development of virtual reality technology 13. The impact of e-commerce on traditional retail 14. The role of blockchain technology in finance 15. The importance of data privacy 16. The evolution of artificial intelligence in healthcare 17. The future of autonomous vehicles 18. The role of biotechnology in agriculture 19. The impact of digital currencies on the global economy 20. The significance of sustainable development goals", "", "\nyou</div></div><div class=\"container-fluid bottom-ad\"><div id=\"amzn-assoc-ad-6a809dda-347a-4187-8a86-91faf94575da\"></div><script async src=\"//z-na.amazon-adsystem.com/widgets/onejs?MarketPlace=US&amp;adInstanceId=6a809dda-347a-4187-8a86-91faf94575da\"></script></div><div class=\"text-center\">We are a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for us to earn fees by linking to Amazon.com and affiliated sites.</div><", "", " If 8 people take the boat trip in 5 days, how many people can take the boat trip in 10 days", ".", "", " (the guy doesn't know anything about the horses, like who's fastest, etc.)\"\n\n## Attempted Solution\nTo determine the fastest three horses out of 25, given that only 5 horses can race at a time and the guy doesn't know anything about the horses beforehand, we need to follow a systematic approach. Here's a step-by-step solution:\n\n### Step 1: Initial Races\nFirst, divide the 25 horses into 5 groups of 5 horses each and race each group.\n\n- Race 1: Horses 1 to 5\n- Race 2: Horses ", "\n## question: Given the following list of ingredients, generate a recipe for a vegetarian dish that includes at least three of the", "? I want to be able to see the performance of the fleet and the performance of the operator. I want to be able to see the performance of the customers. I want to be able to see the performance of the service providers. I want to be able to see the performance of the token. I want to be able to see the performance of the gamification. I want to be able to see the performance of the incentives. I want to be able to see the performance of the market. I want to be able to see the performance of the matching algorithm. I want to be able to see the performance of the price adjustment. I want to be able to see the performance of the video game. I want to be able to see the performance of the dashboard. I want to be able to see the performance of the mobile app. I want to be able to see the performance of the control panel. I want to be able to see the performance of the charter jet operator. I want to be able to see the performance of the customers. I want to be able to see the performance of the service providers. I want to be able to see the performance of the token. I want to be able to see the performance of the gamification. I want to be able to see the performance of the incentives. I want to be able to see the performance of the market. I want to be able to see the performance of the matching algorithm. I want to be able to see the performance of the price adjustment. I want to be able to see the performance of the video game. I want to be able to see the performance of the dashboard. I want to be able to see the performance of the mobile app. I want to be able to see the performance of the control panel. I want to be able to see the performance of the charter jet operator. I want to be able to see the performance of the customers. I want to be able to see the performance of the service providers. I want to be able to see the performance of the token. I want to be able to see the performance of the gamification. I want to be able to see the performance of the incentives. I want to be able to see the performance of the market. I want to be able to see the performance of the matching algorithm. I want to be able to see the performance of the price adjustment. I want to be able to see the performance of the video game. I want to be able to see the performance of the dashboard. I want to be able to see the performance of the mobile app. I want to be able to see the performance of the control panel. I want to be able to see the performance of the charter jet operator. I want to be able to see the performance of the customers. I want to be able to see the performance of the service providers. I want to be able to see the performance of the token. I want to be able to see the performance of the gamification. I want to be able to see the performance of the incentives. I want to be able to see the performance of the market. I want to be able to see the performance of the matching algorithm. I want to be able to see the performance of the price adjustment. I want to be able to see the performance of the video game. I want to be able to see the performance of the dashboard. I want to be able to see the performance of the mobile app. I want to be able to see the performance of the control panel. I want to", " and quality, it is adulterated. The act also provides that no person shall, within the District of Columbia or any Territory of the United States, or the insular possessions subject to the jurisdiction thereof, or in any State or Territory, transport or cause to be transported from one State or Territory or the", " req.params.user;\n res.send(answers);\n});\n", ". The site should be informative, engaging, and reflect the company's long-standing commitment to gardening excellence.", " in bot framework c#](https://stackoverflow.com/questions/55500069/how-to-change-background-color-of-an-adaptive-card-in-bot-framework-c)\n- [How to change background color of an adaptive card in bot framework c#](https://stackoverflow.com/questions/55500069/how-to-change-background-color-of-an-adaptive-card-in-bot-framework-c)\n- [How to change background color of an adaptive card in bot framework c#](https://stackoverflow.com/questions/55500069/how-to-change-background-color-of-an-adaptive-card-in-bot-framework-c)\n- [How to change background color of an adaptive card in bot framework c#](https://stackoverflow.com/questions/55500069/how-to-change-background-color-of-an-adaptive-card-in-bot-framework-c)\n- [How to change background color of an adaptive card in bot framework c#](https://stackoverflow.com/questions/55500069/how-to-change-background-color-of-an-adaptive-card-in-bot-framework-c)\n- [How to change background color of an adaptive card in bot framework c#](https://stackoverflow.com/questions/55500069/how-to-change-background-color-of-an-adaptive-card-in-bot-framework-c)\n- [How to change background color of an adaptive card in bot framework c#](https://stackoverflow.com/questions/55500069/how-to-change-background-color-of-an-adaptive-card-in-bot-framework-c)\n- [How to change background color of an adaptive card in bot framework c#](https://stackoverflow.com/questions/55500069/how-to-change-background-color-of-an-adaptive-card-in-bot-framework-c)\n- [How to change background color of an adaptive card in bot framework c#](https://stackoverflow.com/questions/55500069/how-to-change-background-color-of-an-adaptive-card-in-bot-framework-c)\n- [How to change background color of an adaptive card in bot framework c#](https://stackoverflow.com/questions/55500069/how-to-change-background-color-of-an-adaptive-card-in-bot-framework-c)\n- [How to change background color of an adaptive card in bot framework c#](https://stackoverflow.com/questions/55500069/how-to-change-background-color-of-an-adaptive-card-in-bot-framework-c)\n- [How to change background color of an adaptive card in bot framework c#](https://stackoverflow.com/questions/55500069/how-to-change-background-color-of-an-adaptive-card-in-bot-framework-c)\n", "\n\n\n### Response\n\nWhen considering the shift of IT service business offshoring from Vietnam to Japan, it is important to evaluate several factors that can influence the decision. These factors include cost, language and cultural compatibility, technical expertise, time zone differences, political and economic stability, and the existing business ecosystem.\n\n**Cost**: Vietnam is often chosen for offshoring due to its lower labor costs compared to Japan. The cost of living in Vietnam is significantly lower, which translates into lower wages for IT professionals. This can result in substantial cost savings for", " I'm not sure how to begin with the scripting part.", " // Outputs the shortest route\n```\n\nI'm not sure if this is the most efficient way to solve the problem, though. Do you have any suggestions for improving the performance or optimizing the code?", "", " to find the order of a group element", "", ".", " Register your SharePoint app in the Azure portal, and configure it to have the necessary permissions to access the external SharePoint site.\n2. Obtain an access token: Use the SharePoint app's client ID and", "? what is time management in the workplace? what is time management in education? what is time management in business? what is time management in life? what is time management in school? what is time management in project management? what is time management in personal life? what is time management in the military? what is time management in the army? what is time management in the navy? what is time management in the air force? what is time management in the marines? what is time management in the police force? what is time management in the fire department? what is time management in the medical field? what is time management in the legal profession? what is time management in the construction industry? what is time management in the manufacturing sector?", "", "", "", ", and the best eye doctors in Vietnam.", " I have created a context to manage the state of the tooltip. 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I have created a", " using the convolution formula.\n\n[Response]: To find the PDF of \\( W = X + Y \\), where \\( X \\) and \\( Y \\) are independent exponential random variables with the same rate parameter \\(\\lambda = 7\\), we use the convolution formula for the sum of two independent random variables.\n\nThe PDF of an exponential random variable with rate \\(\\lambda\\) is given by:\n\n\\[\nf_X(x) = \\lambda e^{-\\lambda x} \\quad \\text{for } x \\geq 0\n\\]\n\nFor \\( X \\) and \\( Y \\), we have:\n\n\\[\nf_X(x) = 7 e^{-7x} \\quad \\text{for } x \\geq 0\n\\]\n\\[\nf_Y(y) = 7 e^{-7y} \\quad \\text{for } y \\geq 0\n\\]\n\nThe PDF of \\( W = X + Y \\) is given by the convolution of \\( f_X \\) and \\( f_Y \\):\n\n\\", "\n### Exercise: Given the following list of ingredients, generate a", "", "\n\n## response: Software engineers, with their code and their bugs,\nSpend hours debugging, and sometimes they grump.\nThey write lines of logic, and algorithms too,\nAnd hope that their programs will run smooth and true.\n\nThey work with their keyboards, and screens all day long,\nAnd sometimes they sing a little coding song.\nThey dream of the day when their code will be done,\nAnd they can finally relax and have some fun.\n\nBut then comes the testing, and the bugs start to show,\nAnd the engineers groan, and their tempers start to grow.\nThey fix one bug, and then another appears,\nAnd they wonder if they'll ever get rid of their fears.\n\nBut they soldier on, with their coffee and tea,\nAnd they know that their work is important to be.\nThey", " for 5 year old</a></li>\n<li><a href=\"index.html\">home</a></li>\n<li><a href=\"how-to-make-a-wooden-boat.html\">how to make a wooden boat</a></li>\n<li><a href=\"how-to-make-a-wooden-boat.html\">how to make a wooden boat</a></li>\n<li><a href=\"how-to-make-a-wooden-boat.html\">how to make a wooden boat</a></li>\n<li><a href=\"how-to-make-a-wooden-boat.html\">how to make a wooden boat</a></li>\n<li><a href=\"how-to-make-a-wooden-boat.html\">how to make a wooden boat</a></li>\n<li><", " I am trying to make it more concise and impactful. Thanks!\n\n## Response\nBoth versions have their strengths, but the new version is more concise and impactful. Here's a breakdown of why the new version is preferable:\n\n1. **Conciseness**: The new version is more succinct, which is crucial for an opening paragraph in a pitch deck. It quickly conveys the", ", including all subsidiaries, their respective subsidiaries, and any known joint ventures or partnerships. Additionally, provide the year of establishment for each entity and the primary industry or sector in which each operates.", " // null is used to represent a pension that is not yet known\n\nexport interface FactFind {\n pension: MaybePension;\n}\n\nexport interface FactFindPension {\n contributions: {\n frequency: string; // we only support 'monthly'\n employeePercentage?: number;\n employerPercentage?: number;\n employeeAmount?: number;\n employerAmount?: number;\n };\n fundValue: number;\n salary?: number;\n}\n\nexport interface PensionPercent {\n type: 'percentage';\n employeePercentage: number;\n employerPercentage: number;\n fundValue: number;\n salary: number;\n calculatedContributionAmount: number;\n}\n\nexport interface PensionAmount {\n type: 'amount';\n amount: number;\n fundValue: number;\n calculatedContributionAmount: number;\n}\n\nexport type Pension = PensionPercent | PensionAmount;\n\nexport type MaybePension = Pension | null; // null is used to represent a", " format:", "## question: How does the concept of \"the right to the city\" relate to the challenges faced by urban populations in the context of neoliberal urbanization and the resulting socio-spatial inequalities?\n## answer: The concept of \"the right to the city\"", "", "", "", "", "", ". I was in a car accident and the other driver was at fault. I have all the necessary information, including the other driver's insurance details and a police report number. How should I structure the report to ensure it's clear and comprehensive?", "", " If you\u2019re working on a team, it\u2019s best to avoid using it on shared branches", "<String, Encryptor> encryptors = new LinkedHashMap<>();\nencryptors.put(\"appProtect\", appProtectEncryptor);\nencryptors.put(\"hera\", heraEncryptor);\nreturn new EncryptionKeyCompositeEncryptor(encryptors);\n}\n", " \n\n----------\n\nPlease change the above to a marketing service agreement.", "\n\n\n## Exercise: Critical Analysis of Project Proposal Abstracts\n\nYou are provided with two abstracts for a project proposal. Your task is to critically analyze both abstracts based on the criteria of clarity, relevance, conciseness, and the ability to engage the reader. Identify which abstract is of higher quality and justify your choice by referencing specific elements from the provided paragraph and general principles of effective writing.\n\n**Abstract A:**\nIn the modern era, the integration of technology in education has become paramount. This project aims to develop an innovative e-learning platform that leverages artificial intelligence to personalize learning experiences. The platform will address the problem of one-size-fits-all education by adapting to individual learning styles and paces. The proposed solution includes a dynamic curriculum that evolves based on student performance and feedback. The benefits for users include increased engagement, improved learning outcomes, and a more inclusive educational environment. This project will contribute to the field of educational technology by providing empirical evidence of the effectiveness of AI in personalizing education.\n\n**Abstract B:**\nThis project is about making a new educational tool. We want to use computers and smart technology to make learning better for students. The tool will change how students learn by making it fit each student's needs. It will help students learn better and make school more fun. We think this will be good for everyone who uses it.\n\n### Solution:\n\n**Analysis of Abstract A:**\n\nClarity: Abstract A is clear and uses specific language to describe the project's goals and the technology involved. It mentions \"an innovative e-learning platform\" and \"artificial intelligence,\" which are precise terms that convey the project's focus.\n\nRelevance: The abstract directly addresses a current issue in education, the \"one-size-fits-all education,\" and proposes a relevant solution. It aligns with the paragraph's instruction to \"describe the problem statement, project objectives.\"\n\nConciseness: The abstract is concise, providing a succinct overview of the project without unnecessary details. It adheres to the paragraph's guidance to \"briefly describe your proposed project in 200 words.\"\n\nEngagement: The abstract engages the reader by highlighting the benefits of the project, such as \"increased engagement, improved learning outcomes,\" which are compelling outcomes that can capture the reader's interest.\n\n**Analysis of Abstract B:**\n\nClarity: Abstract B lacks clarity due to vague language such as \"new educational tool\" and \"smart technology.\" It does not specify what the tool is or how it will function, which is a critical aspect as per the paragraph's emphasis on describing \"system features/solution.\"\n\nRelevance: While the abstract attempts to address the relevance of personalizing education, it fails to articulate the problem or gap in the current educational system, which", ", and the sum of the numbers on the dice was 7. What is", "", " in a fantasy novel.", " The memory cleanup section has been updated", "?", "", " The full-width variant should take up the entire width of the screen, while the centered variant should be centered with a maximum width of 1200px. Additionally, I want to include a header and a footer within the layout. The header should have a background color of #333 and the footer should have a background color of #222. The content area should have a padding of 4rem on all sides. Please provide a complete, self-contained implementation of this layout component using React and TailwindCSS.\n", " The lord's manor is located in the middle of the two villages. The lord has been absent for a long time, and the villagers believe that the curse is the reason for the conflict. The lord's manor is surrounded by a large forest, and the villagers believe that the forest is cursed as well. The forest is home to many dangerous creatures, and the villagers are afraid to enter it. The adventure should involve the players investigating the lord's manor and the forest, and trying to find a way to break the curse. The players should also have to deal with the conflict between the two villages. The adventure should be challenging, but not too difficult. It should also be interesting and engaging for the players. Can you help me create this adventure?", "", ", and I will understand you.\" The man replied, \"I am a", ". The form has the following fields: name, email, phone, address, city, state, zip, and message. The graphql mutation is called \"createContact\" and it takes the following arguments: name, email, phone, address, city, state, zip, and message. The mutation returns the created contact object. The on submit function should also handle any errors that may occur during the mutation and display an appropriate message to the user. Additionally, the function should clear the form fields after a successful submission and reset the form state.", "", "\n- [response]: As of my last update in October 2023, the President of South Korea is Yoon Suk-yeol. He assumed office on May 10, 2022. Please verify with a current source to ensure this information is still", ", 120W, 300g Capacity, 2-Year Warranty", " of a webpage and saves them as a pdf file\n# response: To write a Chrome extension that takes screenshots of a webpage and saves them as a PDF file, you'll need to follow these steps:\n\n1. **Set up the extension structure**: Create a new directory for your extension and add the necessary files.\n\n2. **Create the manifest file**: This JSON file tells Chrome about your extension, its files, and its capabilities.\n\n3. **Write the background script**: This script will handle the logic for taking screenshots and converting them to a PDF.\n\n4. **Create a content script**: This script will interact with the webpage to capture the necessary information.\n\n5. **Add permissions**: Ensure your extension has the necessary permissions to take screenshots and access the webpage content.\n\n6. **Test the extension**: Load your extension into Chrome and test its functionality.\n\nHere's a step-by-step guide with code snippets:\n\n### Step 1: Set up the extension structure\n\nCreate a new directory for your extension, e.g., `screenshot-to-pdf`. Inside this directory, create the following files:\n\n- `manifest.json`\n- `background.js`\n- `content.js`\n- `popup.html` (optional, if you want a UI to trigger the screenshot)\n- `popup.js` (optional, if you have a popup UI)\n\n### Step 2: Create the manifest file\n\n`manifest.json`:\n\n```json\n{\n  \"manifest_version\": 3,\n  \"name\": \"Screenshot to PDF\",\n  \"version\": \"1.0\",\n  \"permissions\": [\"activeTab\", \"scripting\", \"tabs\", \"storage\"],\n  \"background\": {\n    \"service_worker\": \"background.js\"\n  },\n  \"action\": {\n    \"default_popup\": \"popup.html\",\n    \"default_icon\": {\n      \"16\": \"images/icon16.png\",\n      \"48\": \"images/icon48.png\",\n      \"128\": \"images/icon128.png\"\n    }\n  },\n  \"icons\": {\n    \"16\": \"images/icon16.png\",\n    \"48\": \"images/icon48.png\",\n    \"128\": \"images/icon128.png\"\n  }\n}\n```\n\n### Step 3: Write the background script\n\n`background.js`:\n\n```javascript\nchrome.action.onClicked.addListener((tab) => {\n  chrome.scripting.executeScript({\n    target: { tabId: tab.id },\n    files: ['content.js']\n  });\n});\n```\n\n### Step 4: Create a content script\n\n`content.js`:\n\n```javascript\n(async () => {\n  const mediaDevices = navigator.mediaDevices;\n  const displayMediaOptions = {\n    video: {\n      cursor: \"always\"\n    },\n    audio: false\n  };\n\n  try {\n    const screenStream = await mediaDevices.getDisplayMedia(displayMediaOptions);\n    const video = document.createElement('video');\n    video.srcObject = screenStream;\n    await video.play();\n\n    const canvas = document.createElement('canvas');\n    canvas.width =", "", "", "", "", "\n## Student: Given the following list of ingredients", " 10) Borrower experience in construction and real estate. 11) Borrower experience in the type of project being proposed. 12) Borrower experience in the market where the project is located. 13) Borrower experience in the type of construction being proposed. 14) Borrower experience in the type of financing being proposed. 15) Borrower experience in the type of exit strategy being proposed. 16) Borrower experience in the type of property being proposed. 17) Borrower experience in the type of development being proposed. 18) Borrower experience in the type of development being proposed. 19) Borrower experience in the type of development being proposed. 20) Borrower experience in the type of development being proposed. 21) Borrower experience in the type of development being proposed. 22) Borrower experience in the type of development being proposed. 23) Borrower experience in the type of development being proposed. 24) Borrower experience in the type of development being proposed. 25) Borrower experience in the type of development being proposed. 26) Borrower experience in the type of development being proposed. 27) Borrower experience in the type of development being proposed. 28) Borrower experience in the type of development being proposed. 29) Borrower experience in the type of development being proposed. 30) Borrower experience in the type of development being proposed. 31) Borrower experience in the type of development being proposed. 32) Borrower experience in the type of development being proposed. 33) Borrower experience in the type of development being proposed. 34) Borrower experience in the type of development being proposed. 35) Borrower experience in the type of development being", "", "", " But it was too late. Wukong and MK were gone, and Macaque was left alone with his guilt.\n\nAs he sat there, lost in thought, he heard a soft voice behind him. \"It", " \n\nIn a broader sense, the phrase can be seen as a metaphor for the universal struggle between good and evil, and the ultimate triumph of God's kingdom.## question: How does the concept of \"", ".\n\nI'm not sure how to do this. I've tried a few things, but I'm not sure how to get the list of unique values of \"decider\" and then use that to filter the list of node\\_name's.\n\nAny help would be appreciated.\n\nThanks!\n\n* elastic-stack\n* elasticsearch\n* kibana\n* logstash\n* apm\n* beats\n* elasticsearch-cloud\n\nImprove this question\n\nedited Jun 14, 2023 at 19:19\n\n[Community's user avatar]\n\nCommunity Bot\n 1\n\nasked Jun 14, 2023 at 19:10\n\n[David's user avatar]\n\nDavid\n 1,0111 gold badge11 silver badges24 bronze badges\n\n1 Answer\n\nSorted by:   Reset to default\n\n1\n\n[image]\n\n[image]\n\nYou can use `jq` to extract the unique values of \"decider\" and then filter the list of node_name's based on those values. Here's an example command that should work for your data structure:\n\n```\njq -r '.node_allocation_decisions[] | .deciders[] | .decider' input.json | sort -u | while read decider; do echo \"Decider: $decider\"; jq -r --arg decider \"$dec", " And then I want to be able to change the number of pipes and pays in the game settings. I'm not sure how to do that. I'm thinking of using a list of pipes and a list of pays, but I'm not sure how to make it work with the game loop and the collision detection. Any ideas?"], "errors": ["", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""], "mean_ttft_ms": 67.13169773499885, "median_ttft_ms": 53.45841300004395, "std_ttft_ms": 32.623114840207265, "p99_ttft_ms": 154.88893441993696, "mean_tpot_ms": 22.48243263621561, "median_tpot_ms": 22.103191907692437, "std_tpot_ms": 1.621798120721489, "p99_tpot_ms": 29.212842526595843, "mean_itl_ms": 22.355201681361745, "median_itl_ms": 21.27322000001186, "std_itl_ms": 7.814317662716973, "p99_itl_ms": 41.42363359993397}

serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_04.commands

{
  "client_command": "python3 benchmark_serving.py         --save-result         --base-url http://phi-4.default:8000         --result-dir /root/vllm/.buildkite/results/         --result-filename serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_04.json         --request-rate 04         --model=microsoft/phi-4         --backend=vllm         --dataset-name=sharegpt         --dataset-path=/root/sharegpt.json         --num-prompts=200",
  "gpu_type": "Standard_NC24ads_A100_v4 x 1"
}

serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_04.json

serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_16.commands

serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_16.json

serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_inf.commands

serving_microsoft-phi-4_tp1_pp1_sharegpt_qps_inf.json