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Merge pull request #15 from aj280192/main
Adding layer deeplift shap and layer gradient shap explainers.
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,31 @@ | ||
| { | ||
| "path": "$HOME/experiments/thermostat", | ||
| "device": "cuda", | ||
| "dataset": { | ||
| "name": "ag_news", | ||
| "split": "test", | ||
| "columns": ['input_ids', 'attention_mask', 'token_type_ids', 'special_tokens_mask', 'labels'], | ||
| "batch_size": 1, | ||
| "root_dir": "$HOME/experiments/thermostat/datasets", | ||
| }, | ||
| "explainer": { | ||
| "name": "LayerDeepLiftShap", | ||
| }, | ||
| "model": { | ||
| "name": "textattack/albert-base-v2-ag-news", | ||
| "mode_load": "hf", | ||
| "path_model": null, | ||
| "tokenization": { | ||
| "max_length": 512, | ||
| "padding": "max_length", | ||
| "return_tensors": "np", | ||
| "truncation": true, | ||
| "special_tokens_mask": true, | ||
| } | ||
| }, | ||
| "visualization": { | ||
| "columns": ["attributions", "predictions", "input_ids", "labels"], | ||
| "gamma": 2.0, | ||
| "normalize": true, | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,32 @@ | ||
| { | ||
| "path": "$HOME/experiments/thermostat", | ||
| "device": "cuda", | ||
| "dataset": { | ||
| "name": "ag_news", | ||
| "split": "test", | ||
| "columns": ['input_ids', 'attention_mask', 'token_type_ids', 'special_tokens_mask', 'labels'], | ||
| "batch_size": 1, | ||
| "root_dir": "$HOME/experiments/thermostat/datasets", | ||
| }, | ||
| "explainer": { | ||
| "name": "LayerGradientShap", | ||
| "n_samples": 5, | ||
| }, | ||
| "model": { | ||
| "name": "textattack/albert-base-v2-ag-news", | ||
| "mode_load": "hf", | ||
| "path_model": null, | ||
| "tokenization": { | ||
| "max_length": 512, | ||
| "padding": "max_length", | ||
| "return_tensors": "np", | ||
| "truncation": true, | ||
| "special_tokens_mask": true, | ||
| } | ||
| }, | ||
| "visualization": { | ||
| "columns": ["attributions", "predictions", "input_ids", "labels"], | ||
| "gamma": 2.0, | ||
| "normalize": true, | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,31 @@ | ||
| { | ||
| "path": "$HOME/experiments/thermostat", | ||
| "device": "cuda", | ||
| "dataset": { | ||
| "name": "ag_news", | ||
| "split": "test", | ||
| "columns": ['input_ids', 'attention_mask', 'token_type_ids', 'special_tokens_mask', 'labels'], | ||
| "batch_size": 1, | ||
| "root_dir": "$HOME/experiments/thermostat/datasets", | ||
| }, | ||
| "explainer": { | ||
| "name": "LayerDeepLiftShap", | ||
| }, | ||
| "model": { | ||
| "name": "textattack/bert-base-uncased-ag-news", | ||
| "mode_load": "hf", | ||
| "path_model": null, | ||
| "tokenization": { | ||
| "max_length": 512, | ||
| "padding": "max_length", | ||
| "return_tensors": "np", | ||
| "truncation": true, | ||
| "special_tokens_mask": true, | ||
| } | ||
| }, | ||
| "visualization": { | ||
| "columns": ["attributions", "predictions", "input_ids", "labels"], | ||
| "gamma": 2.0, | ||
| "normalize": true, | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,32 @@ | ||
| { | ||
| "path": "$HOME/experiments/thermostat", | ||
| "device": "cuda", | ||
| "dataset": { | ||
| "name": "ag_news", | ||
| "split": "test", | ||
| "columns": ['input_ids', 'attention_mask', 'token_type_ids', 'special_tokens_mask', 'labels'], | ||
| "batch_size": 1, | ||
| "root_dir": "$HOME/experiments/thermostat/datasets", | ||
| }, | ||
| "explainer": { | ||
| "name": "LayerGradientShap", | ||
| "n_samples": 5, | ||
| }, | ||
| "model": { | ||
| "name": "textattack/bert-base-uncased-ag-news", | ||
| "mode_load": "hf", | ||
| "path_model": null, | ||
| "tokenization": { | ||
| "max_length": 512, | ||
| "padding": "max_length", | ||
| "return_tensors": "np", | ||
| "truncation": true, | ||
| "special_tokens_mask": true, | ||
| } | ||
| }, | ||
| "visualization": { | ||
| "columns": ["attributions", "predictions", "input_ids", "labels"], | ||
| "gamma": 2.0, | ||
| "normalize": true, | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,31 @@ | ||
| { | ||
| "path": "$HOME/experiments/thermostat", | ||
| "device": "cuda", | ||
| "dataset": { | ||
| "name": "ag_news", | ||
| "split": "test", | ||
| "columns": ['input_ids', 'attention_mask', 'special_tokens_mask', 'labels'], | ||
| "batch_size": 1, | ||
| "root_dir": "$HOME/experiments/thermostat/datasets", | ||
| }, | ||
| "explainer": { | ||
| "name": "LayerDeepLiftShap", | ||
| }, | ||
| "model": { | ||
| "name": "textattack/roberta-base-ag-news", | ||
| "mode_load": "hf", | ||
| "path_model": null, | ||
| "tokenization": { | ||
| "max_length": 512, | ||
| "padding": "max_length", | ||
| "return_tensors": "np", | ||
| "truncation": true, | ||
| "special_tokens_mask": true, | ||
| } | ||
| }, | ||
| "visualization": { | ||
| "columns": ["attributions", "predictions", "input_ids", "labels"], | ||
| "gamma": 2.0, | ||
| "normalize": true, | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,32 @@ | ||
| { | ||
| "path": "$HOME/experiments/thermostat", | ||
| "device": "cuda", | ||
| "dataset": { | ||
| "name": "ag_news", | ||
| "split": "test", | ||
| "columns": ['input_ids', 'attention_mask', 'special_tokens_mask', 'labels'], | ||
| "batch_size": 1, | ||
| "root_dir": "$HOME/experiments/thermostat/datasets", | ||
| }, | ||
| "explainer": { | ||
| "name": "LayerGradientShap", | ||
| "n_samples": 5, | ||
| }, | ||
| "model": { | ||
| "name": "textattack/roberta-base-ag-news", | ||
| "mode_load": "hf", | ||
| "path_model": null, | ||
| "tokenization": { | ||
| "max_length": 512, | ||
| "padding": "max_length", | ||
| "return_tensors": "np", | ||
| "truncation": true, | ||
| "special_tokens_mask": true, | ||
| } | ||
| }, | ||
| "visualization": { | ||
| "columns": ["attributions", "predictions", "input_ids", "labels"], | ||
| "gamma": 2.0, | ||
| "normalize": true, | ||
| } | ||
| } |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,31 @@ | ||
| { | ||
| "path": "$HOME/experiments/thermostat", | ||
| "device": "cuda", | ||
| "dataset": { | ||
| "name": "imdb", | ||
| "split": "test", | ||
| "columns": ['input_ids', 'attention_mask', 'token_type_ids', 'special_tokens_mask', 'labels'], | ||
| "batch_size": 1, | ||
| "root_dir": "$HOME/experiments/thermostat/datasets", | ||
| }, | ||
| "explainer": { | ||
| "name": "LayerDeepLiftShap", | ||
| }, | ||
| "model": { | ||
| "name": "textattack/albert-base-v2-imdb", | ||
| "mode_load": "hf", | ||
| "path_model": null, | ||
| "tokenization": { | ||
| "max_length": 512, | ||
| "padding": "max_length", | ||
| "return_tensors": "np", | ||
| "truncation": true, | ||
| "special_tokens_mask": true, | ||
| } | ||
| }, | ||
| "visualization": { | ||
| "columns": ["attributions", "predictions", "input_ids", "labels"], | ||
| "gamma": 2.0, | ||
| "normalize": true, | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,32 @@ | ||
| { | ||
| "path": "$HOME/experiments/thermostat", | ||
| "device": "cuda", | ||
| "dataset": { | ||
| "name": "imdb", | ||
| "split": "test", | ||
| "columns": ['input_ids', 'attention_mask', 'token_type_ids', 'special_tokens_mask', 'labels'], | ||
| "batch_size": 1, | ||
| "root_dir": "$HOME/experiments/thermostat/datasets", | ||
| }, | ||
| "explainer": { | ||
| "name": "LayerGradientShap", | ||
| "n_samples": 5, | ||
| }, | ||
| "model": { | ||
| "name": "textattack/albert-base-v2-imdb", | ||
| "mode_load": "hf", | ||
| "path_model": null, | ||
| "tokenization": { | ||
| "max_length": 512, | ||
| "padding": "max_length", | ||
| "return_tensors": "np", | ||
| "truncation": true, | ||
| "special_tokens_mask": true, | ||
| } | ||
| }, | ||
| "visualization": { | ||
| "columns": ["attributions", "predictions", "input_ids", "labels"], | ||
| "gamma": 2.0, | ||
| "normalize": true, | ||
| } | ||
| } |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,31 @@ | ||
| { | ||
| "path": "$HOME/experiments/thermostat", | ||
| "device": "cuda", | ||
| "dataset": { | ||
| "name": "imdb", | ||
| "split": "test", | ||
| "columns": ['input_ids', 'attention_mask', 'special_tokens_mask', 'token_type_ids', 'labels'], | ||
| "batch_size": 1, | ||
| "root_dir": "$HOME/experiments/thermostat/datasets", | ||
| }, | ||
| "explainer": { | ||
| "name": "LayerDeepLiftShap", | ||
| }, | ||
| "model": { | ||
| "name": "textattack/bert-base-uncased-imdb", | ||
| "mode_load": "hf", | ||
| "path_model": null, | ||
| "tokenization": { | ||
| "max_length": 512, | ||
| "padding": "max_length", | ||
| "return_tensors": "np", | ||
| "truncation": true, | ||
| "special_tokens_mask": true, | ||
| } | ||
| }, | ||
| "visualization": { | ||
| "columns": ["attributions", "predictions", "input_ids", "labels"], | ||
| "gamma": 2.0, | ||
| "normalize": true, | ||
| } | ||
| } |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,32 @@ | ||
| { | ||
| "path": "$HOME/experiments/thermostat", | ||
| "device": "cuda", | ||
| "dataset": { | ||
| "name": "imdb", | ||
| "split": "test", | ||
| "columns": ['input_ids', 'attention_mask', 'special_tokens_mask', 'token_type_ids', 'labels'], | ||
| "batch_size": 1, | ||
| "root_dir": "$HOME/experiments/thermostat/datasets", | ||
| }, | ||
| "explainer": { | ||
| "name": "LayerGradientShap", | ||
| "n_samples": 5, | ||
| }, | ||
| "model": { | ||
| "name": "textattack/bert-base-uncased-imdb", | ||
| "mode_load": "hf", | ||
| "path_model": null, | ||
| "tokenization": { | ||
| "max_length": 512, | ||
| "padding": "max_length", | ||
| "return_tensors": "np", | ||
| "truncation": true, | ||
| "special_tokens_mask": true, | ||
| } | ||
| }, | ||
| "visualization": { | ||
| "columns": ["attributions", "predictions", "input_ids", "labels"], | ||
| "gamma": 2.0, | ||
| "normalize": true, | ||
| } | ||
| } |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,31 @@ | ||
| { | ||
| "path": "$HOME/experiments/thermostat", | ||
| "device": "cuda", | ||
| "dataset": { | ||
| "name": "imdb", | ||
| "split": "test", | ||
| "columns": ['input_ids', 'attention_mask', 'token_type_ids', 'special_tokens_mask', 'labels'], | ||
| "batch_size": 1, | ||
| "root_dir": "$HOME/experiments/thermostat/datasets", | ||
| }, | ||
| "explainer": { | ||
| "name": "LayerDeepLiftShap", | ||
| }, | ||
| "model": { | ||
| "name": "monologg/electra-small-finetuned-imdb", | ||
| "mode_load": "hf", | ||
| "path_model": null, | ||
| "tokenization": { | ||
| "max_length": 512, | ||
| "padding": "max_length", | ||
| "return_tensors": "np", | ||
| "truncation": true, | ||
| "special_tokens_mask": true, | ||
| } | ||
| }, | ||
| "visualization": { | ||
| "columns": ["attributions", "predictions", "input_ids", "labels"], | ||
| "gamma": 2.0, | ||
| "normalize": true, | ||
| } | ||
| } |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,32 @@ | ||
| { | ||
| "path": "$HOME/experiments/thermostat", | ||
| "device": "cuda", | ||
| "dataset": { | ||
| "name": "imdb", | ||
| "split": "test", | ||
| "columns": ['input_ids', 'attention_mask', 'token_type_ids', 'special_tokens_mask', 'labels'], | ||
| "batch_size": 1, | ||
| "root_dir": "$HOME/experiments/thermostat/datasets", | ||
| }, | ||
| "explainer": { | ||
| "name": "LayerGradientShap", | ||
| "n_samples": 5, | ||
| }, | ||
| "model": { | ||
| "name": "monologg/electra-small-finetuned-imdb", | ||
| "mode_load": "hf", | ||
| "path_model": null, | ||
| "tokenization": { | ||
| "max_length": 512, | ||
| "padding": "max_length", | ||
| "return_tensors": "np", | ||
| "truncation": true, | ||
| "special_tokens_mask": true, | ||
| } | ||
| }, | ||
| "visualization": { | ||
| "columns": ["attributions", "predictions", "input_ids", "labels"], | ||
| "gamma": 2.0, | ||
| "normalize": true, | ||
| } | ||
| } |
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