Scrapegraph-ai/examples
Marco Vinciguerra 9394ee01d5
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Benchmark analysis

Local models

The 3 websites benchmark are:

The time is measured in seconds

The model runned for this benchmark is Mistral on Ollama with nomic-embed-text

Hardware Example 1 Example 2 Example 3
Macbook pro 14 inches 26.10
60.915 200.77
Ubuntu with Radeon M260 290.42 1003.56 /

Note: the examples on Docker are not runned on other devices than the Macbook because the performance are to slow (10 times slower than Ollama). Indeed the results are the following:

Hardware Example 1 Example 2 Example 3
Macbook pro 14 inches 240.22 612.48 2008.32

Performance on APIs services

Example 1: personal portfolio

URL: https://perinim.github.io/projects Task: List me all the projects with their description.

Name Execution time (seconds) total_tokens prompt_tokens completion_tokens successful_requests total_cost_USD
gpt-3.5-turbo 35.98 858 512 346 2 0.00146
gpt-4-turbo-preview 13.907 866 512 354 2 0.01574

Example 2: Wired

URL: https://www.wired.com Task: List me all the articles with their description.

Name Execution time (seconds) total_tokens prompt_tokens completion_tokens successful_requests total_cost_USD
gpt-3.5-turbo 87.03 3780 3760 3000 2 0.01319
gpt-4-turbo-preview 74.90 5306 3060 2246 2 0.09798

Example 3: Amazon product page

URL: https://www.amazon.it/s?k=alexa&__mk_it_IT=ÅMÅŽÕÑ&crid=1WWVF1RGDBBSB&sprefix=alex%2Caps%2C114&ref=nb_sb_noss_2 Task: List me all the articles with their the costs and image url.

Name Execution time (seconds) total_tokens prompt_tokens completion_tokens successful_requests total_cost_USD
gpt-3.5-turbo 145.55 26038 18091 7947 5 0.04303
gpt-4-turbo-preview 82.38 15640 13698 1942 2 0.19524