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| .. | ||
| inputs | ||
| .env.example | ||
| benchmark_docker.py | ||
| benchmark_groq.py | ||
| benchmark_llama3.py | ||
| benchmark_mistral.py | ||
| benchmark_openai_gpt4.py | ||
| benchmark_openai_gpt4o.py | ||
| benchmark_openai_gpt35.py | ||
| Readme.md | ||
Local models
Local models
The two websites benchmark are:
- Example 1: https://perinim.github.io/projects
- Example 2: https://www.wired.com (at 17/4/2024)
Both are strored locally as txt file in .txt format because in this way we do not have to think about the internet connection
| Hardware | Model | Example 1 | Example 2 |
|---|---|---|---|
| Macbook 14' m1 pro | Mistral on Ollama with nomic-embed-text | 16.291s | 38.74s |
| Macbook m2 max | Mistral on Ollama with nomic-embed-text | ||
| Macbook 14' m1 pro |
Llama3 on Ollama with nomic-embed-text | 12.88s | 13.84s |
| Macbook m2 max |
Llama3 on Ollama with nomic-embed-text |
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 |
|---|---|---|
| Macbook 14' m1 pro | 139.89 | Too long |
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 | 4.132s | 438 | 303 | 135 | 1 | 0.000724 |
| gpt-4-turbo-preview | 6.965s | 442 | 303 | 139 | 1 | 0.0072 |
| gpt-4-o | 4.446s | 444 | 305 | 139 | 1 | 0 |
| Grooq with nomic-embed-text |
1.335s | 648 | 482 | 166 | 1 | 0 |
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 | 8.836s | 1167 | 726 | 441 | 1 | 0.001971 |
| gpt-4-turbo-preview | 21.53s | 1205 | 726 | 479 | 1 | 0.02163 |
| gpt-4-o | 15.27s | 1400 | 715 | 685 | 1 | 0 |
| Grooq with nomic-embed-text |
3.82s | 2459 | 2192 | 267 | 1 | 0 |