honicky commited on
Commit
086f13e
·
verified ·
1 Parent(s): 4bf94c8

Add dataset documentation

Browse files
Files changed (1) hide show
  1. README.md +5 -5
README.md CHANGED
@@ -38,11 +38,9 @@ Original data source: https://zenodo.org/records/8196385/files/HDFS_v1.zip?downl
38
 
39
  ## Preprocessing
40
 
41
- The logs have been preprocessed to:
42
- 1. Extract structured fields (timestamp, component, etc.)
43
- 2. Identify and standardize event types
44
- 3. Remove block IDs from parameter lists to prevent data leakage
45
- 4. Add special tokens for event type separation
46
 
47
  ## Intended Uses
48
 
@@ -51,6 +49,8 @@ This dataset is designed for:
51
  - Evaluating log sequence prediction models
52
  - Benchmarking different approaches to log-based anomaly detection
53
 
 
 
54
  ## Citation
55
 
56
  If you use this dataset, please cite the original HDFS paper:
 
38
 
39
  ## Preprocessing
40
 
41
+ We preprocess the logs using the Drain algorithm to extract structured fields and identify event types.
42
+ We then encode the logs using a pretrained tokenizer and add special tokens to separate event types. This
43
+ dataset should be immediately usable for training and testing models for log-based anomaly detection.
 
 
44
 
45
  ## Intended Uses
46
 
 
49
  - Evaluating log sequence prediction models
50
  - Benchmarking different approaches to log-based anomaly detection
51
 
52
+ see [honicky/pythia-14m-hdfs-logs](https://huggingface.co/honicky/pythia-14m-hdfs-logs) for an example model.
53
+
54
  ## Citation
55
 
56
  If you use this dataset, please cite the original HDFS paper: