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Merge pull request #62 from FattiMei/patch-1
Update readme.md with benchmark on ubuntu system
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‎examples/readme.md‎

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# Benchmark comparison for the models
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- Hardware: Macbook pro 14 inches with m1 pro and 16 GB of ram
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# Benchmark analysis
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# Local models
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The 3 websites benchmark are:
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- Example 1: https://perinim.github.io/projects
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- Example 2: https://www.wired.com
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- Example 3: https://www.amazon.it/s?k=alexa&__mk_it_IT=ÅMÅŽÕÑ&crid=1WWVF1RGDBBSB&sprefix=alex%2Caps%2C114&ref=nb_sb_noss_2
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The time is measured in seconds
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The model runned for this benchmark is Mistral on Ollama with nomic-embed-text
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| Hardware | Example 1 | Example 2 | Example 3 |
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| ----------------------- | --------- | --------- | --------- |
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| Macbook pro 14 inches | 26.10<br> | 60.915 | 200.77 |
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| Ubuntu with Radeon M260 | 296.98 | 1003.56 | / |
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**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:
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| Hardware | Example 1 | Example 2 | Example 3 |
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| --------------------- | --------- | --------- | --------- |
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| Macbook pro 14 inches | 240.22 | 612.48 | 2008.32 |
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# Performance on APIs services
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### Example 1: personal portfolio
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**URL**: https://perinim.github.io/projects
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**Task**: List me all the projects with their description.
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| Name | Execution time (seconds) | total_tokens | prompt_tokens | completion_tokens | successful_requests | total_cost_USD |
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| ----------------------------------- | ------------------------ | ------------ | ------------- | ----------------- | ------------------- | -------------- |
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| gpt-3.5-turbo | 35.98 | 858 | 512 | 346 | 2 | 0.00146 |
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| gpt-4-turbo-preview | 13.907 | 866 | 512 | 354 | 2 | 0.01574 |
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| Ollama with Mistral and embeddings | 26.10 | 0 | 0 | 0 | 0 | 0 |
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| Docker with Mistral and embeddings | 240.22 | 0 | 0 | 0 | 0 | 0 |
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| Name | Execution time (seconds) | total_tokens | prompt_tokens | completion_tokens | successful_requests | total_cost_USD |
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| ------------------- | ------------------------ | ------------ | ------------- | ----------------- | ------------------- | -------------- |
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| gpt-3.5-turbo | 35.98 | 858 | 512 | 346 | 2 | 0.00146 |
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| gpt-4-turbo-preview | 13.907 | 866 | 512 | 354 | 2 | 0.01574 |
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### Example 2: Wired
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**URL**: https://www.wired.com
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**Task**: List me all the articles with their description.
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| Name | Execution time (seconds) | total_tokens | prompt_tokens | completion_tokens | successful_requests | total_cost_USD |
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| ----------------------------------- | ------------------------ | ------------ | ------------- | ----------------- | ------------------- | -------------- |
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| gpt-3.5-turbo | 87.03 | 3780 | 3760 | 3000 | 2 | 0.01319 |
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| gpt-4-turbo-preview | 74.90 | 5306 | 3060 | 2246 | 2 | 0.09798 |
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| Ollama with Mistral and embeddings | 60.915 | 0 | 0 | 0 | 0 | 0 |
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| Docker with Mistral and embeddings | 612.48 | 0<br> | 0<br> | 0<br> | 0<br> | 0<br> |
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| Name | Execution time (seconds) | total_tokens | prompt_tokens | completion_tokens | successful_requests | total_cost_USD |
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| ------------------- | ------------------------ | ------------ | ------------- | ----------------- | ------------------- | -------------- |
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| gpt-3.5-turbo | 87.03 | 3780 | 3760 | 3000 | 2 | 0.01319 |
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| gpt-4-turbo-preview | 74.90 | 5306 | 3060 | 2246 | 2 | 0.09798 |
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### Example 3: Amazon product page
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**URL**: https://www.amazon.it/s?k=alexa&__mk_it_IT=ÅMÅŽÕÑ&crid=1WWVF1RGDBBSB&sprefix=alex%2Caps%2C114&ref=nb_sb_noss_2
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**Task**: List me all the articles with their the costs and image url.
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| Name | Execution time (seconds) | total_tokens | prompt_tokens | completion_tokens | successful_requests | total_cost_USD |
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| ----------------------------------- | ------------------------ | ------------ | ------------- | ----------------- | ------------------- | -------------- |
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| gpt-3.5-turbo | 145.55 | 26038 | 18091 | 7947 | 5 | 0.04303 |
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| gpt-4-turbo-preview | 82.38 | 15640 | 13698 | 1942 | 2 | 0.19524 |
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| Ollama with Llama2 and embeddings | 200.77 | 0<br> | 0<br> | 0<br> | 0<br> | 0<br> |
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| Docker with Mistral and embeddings | 2008.32 | 0<br> | 0<br> | 0<br> | 0<br> | 0<br> |
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| Name | Execution time (seconds) | total_tokens | prompt_tokens | completion_tokens | successful_requests | total_cost_USD |
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| ------------------- | ------------------------ | ------------ | ------------- | ----------------- | ------------------- | -------------- |
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| gpt-3.5-turbo | 145.55 | 26038 | 18091 | 7947 | 5 | 0.04303 |
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| gpt-4-turbo-preview | 82.38 | 15640 | 13698 | 1942 | 2 | 0.19524 |
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## Hosting services
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[[💻 Provider costs informations]]

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