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Merge pull request #2 from jdvala/add-rich-text
Add rich based console output
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@@ -93,6 +93,7 @@ dask-worker-space | |
| # virtualenv | ||
| .venv | ||
| venv/ | ||
| env/ | ||
| ENV/ | ||
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| # Spyder project settings | ||
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| @@ -1,3 +1,3 @@ | ||
| scikit-learn==1.0.1 | ||
| tqdm==4.62.3 | ||
| rich==11.2.0 | ||
| pandas==1.3.5 |
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| version = "0.1.dev1+dirty" | ||
| version = "0.0.2.dev2+dirty" |
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| import typing as tt | ||
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| from rich.console import Console | ||
| from rich.table import Table | ||
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| def create_table(results: tt.Dict, label_analysis: tt.Dict = None): | ||
| """Create summary table for all the results. | ||
| Example: | ||
| Results: | ||
| ``` | ||
| | Model | Accuracy | Balanced Accuracy | Time Taken | | ||
| | -------------------: | -------------------: | -------------------: | -------------------: | | ||
| | MultinomialNB | 0.641908620301598 | 0.62653122841884 | 0.03511333465576172 | | ||
| Label Analysis | ||
| ┏━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┓ | ||
| ┃ Classes ┃ Weights ┃ | ||
| ┡━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩ | ||
| │ entertainment │ 0.8725490196078431 │ | ||
| │ sport │ 1.1528497409326426 │ | ||
| │ business │ 1.0671462829736211 │ | ||
| │ tech │ 0.8708414872798435 │ | ||
| │ politics │ 1.1097256857855362 │ | ||
| └───────────────┴────────────────────┘ | ||
| Result Analysis | ||
| ┏━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓ | ||
| ┃ Model ┃ Accuracy ┃ Balanced Accuracy ┃ F1 Score ┃ Custom Metric Score ┃ Time Taken ┃ | ||
| ┡━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩ | ||
| │ SVC │ 0.23502994011976047 │ 0.2184410069760388 │ 0.10772097568020063 │ NA │ 6.808304071426392 │ | ||
| └───────┴─────────────────────┴────────────────────┴─────────────────────┴─────────────────────┴───────────────────┘ | ||
| ``` | ||
| Label Analysis | ||
| Args: | ||
| results: Dictonary of all the results | ||
| label_analysis: Analysis of the labels | ||
| """ | ||
| result_format = "| {:<30}| {:<20}| {:<20}| {:<20}| {:<20}| {:<20}|" | ||
| label_format = "| {:<20}| {:<20} |" | ||
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| # Class weights | ||
| console = Console() | ||
| if label_analysis: | ||
| print("\n Label Analysis") | ||
| print(label_format.format("Classes", "Weights")) | ||
| print("|--------------------:|---------------------:|") | ||
| label_table = Table(title="Label Analysis") | ||
| label_table.add_column("Classes", justify="left", style="cyan", no_wrap=True) | ||
| label_table.add_column("Weights", justify="left", style="magenta", no_wrap=True) | ||
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| for name, weight in label_analysis.items(): | ||
| print(label_format.format(name, weight)) | ||
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| # Result | ||
| print("\n Result Analysis") | ||
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| print( | ||
| result_format.format( | ||
| "Model", | ||
| "Accuracy", | ||
| "Balanced Accuracy", | ||
| "F1 Score", | ||
| "Custom Metric Score", | ||
| "Time Taken", | ||
| ) | ||
| ) | ||
| print( | ||
| result_format.format( | ||
| "----------------------------:", | ||
| "-------------------:", | ||
| "-------------------:", | ||
| "-------------------:", | ||
| "-------------------:", | ||
| "-------------------:", | ||
| ) | ||
| label_table.add_row(str(name), str(weight)) | ||
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| console.print(label_table) | ||
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| result_table = Table(title="Result Analysis") | ||
| result_table.add_column("Model", justify="left", style="cyan", no_wrap=True) | ||
| result_table.add_column("Accuracy", justify="left", style="magenta", no_wrap=True) | ||
| result_table.add_column( | ||
| "Balanced Accuracy", justify="left", style="green", no_wrap=True | ||
| ) | ||
| result_table.add_column("F1 Score", justify="left", style="red", no_wrap=True) | ||
| result_table.add_column("Custom Metric Score", justify="left", style="yellow") | ||
| result_table.add_column("Time Taken", justify="left", style="white") | ||
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| for result in results: | ||
| temp = [] | ||
| for key, value in result.items(): | ||
| temp.append(value) | ||
| print( | ||
| result_format.format(temp[0], temp[1], temp[2], temp[3], temp[4], temp[5]) | ||
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| result_table.add_row( | ||
| str(temp[0]), | ||
| str(temp[1]), | ||
| str(temp[2]), | ||
| str(temp[3]), | ||
| str(temp[4]), | ||
| str(temp[5]), | ||
| ) | ||
| print("\n") | ||
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| console.print(result_table) |
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