# Results: FastText
```
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:FastText initialized with data directory '/data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/9e148e5671b7432ebe2e20d1f55e465a'
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:Starting build.
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:FastText initialized with data directory '/data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/13541a064a5344088ea0e74a5b6c52e6'
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:Starting build.
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:FastText initialized with data directory '/data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/8f14bec4cbe54549af7383866f04372f'
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:Starting build.
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:FastText initialized with data directory '/data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/2054f0f170bc416eb044a37e4e815acf'
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:Starting build.
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:Build finished in 0.43 sec.
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:Starting training.
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:Build finished in 0.46 sec.
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:Starting training.
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:Build finished in 0.42 sec.
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:Starting training.
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:Build finished in 0.42 sec.
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:Starting training.
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:Training finished in 312.13 sec.
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:RESULTS:
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:  Validation loss: -0.7344233318603623
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:  Validation accuracy: 0.7344233318603623
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:  Training loss: 1.653927
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:FastText initialized with data directory '/data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/b8164e8bf46a4aaea14dc7ab075df619'
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:Starting build.
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:Build finished in 0.22 sec.
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:Starting training.
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:Training finished in 312.29 sec.
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:RESULTS:
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:  Validation loss: -0.7825894829871851
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:  Validation accuracy: 0.7825894829871851
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:  Training loss: 1.680546
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:FastText initialized with data directory '/data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/fb9ef6b5e6204ca59b6cd77fc2547bbc'
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:Starting build.
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:Build finished in 0.22 sec.
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:Starting training.
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:Training finished in 318.82 sec.
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:RESULTS:
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:  Validation loss: -0.8497569597878922
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:  Validation accuracy: 0.8497569597878922
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:  Training loss: 1.310192
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:FastText initialized with data directory '/data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/c59a62818497493fbe9804e3285f5f8b'
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:Starting build.
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:Build finished in 0.20 sec.
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:Starting training.
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:Training finished in 319.73 sec.
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:RESULTS:
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:  Validation loss: -0.39681838267786124
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:  Validation accuracy: 0.39681838267786124
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:  Training loss: 2.303738
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:FastText initialized with data directory '/data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/42f8e168a25e44edae72e1d2d725d067'
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:Starting build.
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:Build finished in 0.33 sec.
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:Starting training.
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:Training finished in 319.65 sec.
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:RESULTS:
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:  Validation loss: -0.7118868758285462
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:  Validation accuracy: 0.7118868758285462
[2m[36m(pid=976)[0m INFO:gobbli.experiment.base:  Training loss: 1.481531
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:Training finished in 318.81 sec.
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:RESULTS:
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:  Validation loss: -0.8356164383561644
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:  Validation accuracy: 0.8356164383561644
[2m[36m(pid=977)[0m INFO:gobbli.experiment.base:  Training loss: 1.373516
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:Training finished in 457.83 sec.
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:RESULTS:
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:  Validation loss: -0.760053026955369
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:  Validation accuracy: 0.760053026955369
[2m[36m(pid=975)[0m INFO:gobbli.experiment.base:  Training loss: 1.478671
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:Training finished in 466.52 sec.
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:RESULTS:
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:  Validation loss: -0.34025629695095005
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:  Validation accuracy: 0.34025629695095005
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:  Training loss: 2.429249
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:FastText initialized with data directory '/data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/1f8ad3e548fc4c778d2c1ef74a26aac2'
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:Starting build.
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:Build finished in 0.45 sec.
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:Starting prediction.
[2m[36m(pid=978)[0m INFO:gobbli.experiment.base:Prediction finished in 2.57 sec.
[2m[36m(pid=978)[0m /usr/local/lib/python3.7/site-packages/ray/pyarrow_files/pyarrow/serialization.py:165: FutureWarning: The SparseDataFrame class is removed from pandas. Accessing it from the top-level namespace will also be removed in the next version
[2m[36m(pid=978)[0m   if isinstance(obj, pd.SparseDataFrame):

```
|    |   valid_loss |   valid_accuracy |   train_loss | multilabel   | labels                                                                                                                                                                                                                                                                                                                                                                                                    | checkpoint                                                                                                                                             | node_ip_address   | model_params                              |
|---:|-------------:|-----------------:|-------------:|:-------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------|:------------------------------------------|
|  0 |    -0.734423 |         0.734423 |      1.65393 | False        | ['alt.atheism', 'comp.graphics', 'comp.os.ms-windows.misc', 'comp.sys.ibm.pc.hardware', 'comp.sys.mac.hardware', 'comp.windows.x', 'misc.forsale', 'rec.autos', 'rec.motorcycles', 'rec.sport.baseball', 'rec.sport.hockey', 'sci.crypt', 'sci.electronics', 'sci.med', 'sci.space', 'soc.religion.christian', 'talk.politics.guns', 'talk.politics.mideast', 'talk.politics.misc', 'talk.religion.misc'] | /data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/9e148e5671b7432ebe2e20d1f55e465a/train/023ce04a0198471db50e25fb33e25487/output/model | 172.80.10.2       | {'dim': 100, 'lr': 0.5, 'word_ngrams': 1} |
|  1 |    -0.396818 |         0.396818 |      2.30374 | False        | ['alt.atheism', 'comp.graphics', 'comp.os.ms-windows.misc', 'comp.sys.ibm.pc.hardware', 'comp.sys.mac.hardware', 'comp.windows.x', 'misc.forsale', 'rec.autos', 'rec.motorcycles', 'rec.sport.baseball', 'rec.sport.hockey', 'sci.crypt', 'sci.electronics', 'sci.med', 'sci.space', 'soc.religion.christian', 'talk.politics.guns', 'talk.politics.mideast', 'talk.politics.misc', 'talk.religion.misc'] | /data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/13541a064a5344088ea0e74a5b6c52e6/train/85ad91df90d745a093de23b96dde5982/output/model | 172.80.10.2       | {'dim': 100, 'lr': 0.5, 'word_ngrams': 2} |
|  2 |    -0.849757 |         0.849757 |      1.31019 | False        | ['alt.atheism', 'comp.graphics', 'comp.os.ms-windows.misc', 'comp.sys.ibm.pc.hardware', 'comp.sys.mac.hardware', 'comp.windows.x', 'misc.forsale', 'rec.autos', 'rec.motorcycles', 'rec.sport.baseball', 'rec.sport.hockey', 'sci.crypt', 'sci.electronics', 'sci.med', 'sci.space', 'soc.religion.christian', 'talk.politics.guns', 'talk.politics.mideast', 'talk.politics.misc', 'talk.religion.misc'] | /data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/8f14bec4cbe54549af7383866f04372f/train/5d89f7b71a024ae3a82724f89775a802/output/model | 172.80.10.2       | {'dim': 100, 'lr': 1.0, 'word_ngrams': 1} |
|  3 |    -0.782589 |         0.782589 |      1.68055 | False        | ['alt.atheism', 'comp.graphics', 'comp.os.ms-windows.misc', 'comp.sys.ibm.pc.hardware', 'comp.sys.mac.hardware', 'comp.windows.x', 'misc.forsale', 'rec.autos', 'rec.motorcycles', 'rec.sport.baseball', 'rec.sport.hockey', 'sci.crypt', 'sci.electronics', 'sci.med', 'sci.space', 'soc.religion.christian', 'talk.politics.guns', 'talk.politics.mideast', 'talk.politics.misc', 'talk.religion.misc'] | /data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/2054f0f170bc416eb044a37e4e815acf/train/f66b7d6280294821aff919a4dc79a82a/output/model | 172.80.10.2       | {'dim': 100, 'lr': 1.0, 'word_ngrams': 2} |
|  4 |    -0.711887 |         0.711887 |      1.48153 | False        | ['alt.atheism', 'comp.graphics', 'comp.os.ms-windows.misc', 'comp.sys.ibm.pc.hardware', 'comp.sys.mac.hardware', 'comp.windows.x', 'misc.forsale', 'rec.autos', 'rec.motorcycles', 'rec.sport.baseball', 'rec.sport.hockey', 'sci.crypt', 'sci.electronics', 'sci.med', 'sci.space', 'soc.religion.christian', 'talk.politics.guns', 'talk.politics.mideast', 'talk.politics.misc', 'talk.religion.misc'] | /data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/b8164e8bf46a4aaea14dc7ab075df619/train/d7149ed094454138af3073e737f27fb2/output/model | 172.80.10.2       | {'dim': 300, 'lr': 0.5, 'word_ngrams': 1} |
|  5 |    -0.340256 |         0.340256 |      2.42925 | False        | ['alt.atheism', 'comp.graphics', 'comp.os.ms-windows.misc', 'comp.sys.ibm.pc.hardware', 'comp.sys.mac.hardware', 'comp.windows.x', 'misc.forsale', 'rec.autos', 'rec.motorcycles', 'rec.sport.baseball', 'rec.sport.hockey', 'sci.crypt', 'sci.electronics', 'sci.med', 'sci.space', 'soc.religion.christian', 'talk.politics.guns', 'talk.politics.mideast', 'talk.politics.misc', 'talk.religion.misc'] | /data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/fb9ef6b5e6204ca59b6cd77fc2547bbc/train/7bb1a0a98cb049709ecc3b0fe2584cd5/output/model | 172.80.10.2       | {'dim': 300, 'lr': 0.5, 'word_ngrams': 2} |
|  6 |    -0.835616 |         0.835616 |      1.37352 | False        | ['alt.atheism', 'comp.graphics', 'comp.os.ms-windows.misc', 'comp.sys.ibm.pc.hardware', 'comp.sys.mac.hardware', 'comp.windows.x', 'misc.forsale', 'rec.autos', 'rec.motorcycles', 'rec.sport.baseball', 'rec.sport.hockey', 'sci.crypt', 'sci.electronics', 'sci.med', 'sci.space', 'soc.religion.christian', 'talk.politics.guns', 'talk.politics.mideast', 'talk.politics.misc', 'talk.religion.misc'] | /data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/c59a62818497493fbe9804e3285f5f8b/train/441fb3d4cf604477a305df6ee8bfc26b/output/model | 172.80.10.2       | {'dim': 300, 'lr': 1.0, 'word_ngrams': 1} |
|  7 |    -0.760053 |         0.760053 |      1.47867 | False        | ['alt.atheism', 'comp.graphics', 'comp.os.ms-windows.misc', 'comp.sys.ibm.pc.hardware', 'comp.sys.mac.hardware', 'comp.windows.x', 'misc.forsale', 'rec.autos', 'rec.motorcycles', 'rec.sport.baseball', 'rec.sport.hockey', 'sci.crypt', 'sci.electronics', 'sci.med', 'sci.space', 'soc.religion.christian', 'talk.politics.guns', 'talk.politics.mideast', 'talk.politics.misc', 'talk.religion.misc'] | /data/users/jnance/gobbli/benchmark/benchmark_data/model/FastText/42f8e168a25e44edae72e1d2d725d067/train/98b72399d408401685bb83bf20e6998a/output/model | 172.80.10.2       | {'dim': 300, 'lr': 1.0, 'word_ngrams': 2} |
```
Metrics:
--------
Weighted F1 Score: 0.741617629055201
Weighted Precision Score: 0.7479753772925986
Weighted Recall Score: 0.7392458842272969
Accuracy: 0.7392458842272969

Classification Report:
----------------------
                          precision    recall  f1-score   support

             alt.atheism       0.00      0.00      0.00         0
           comp.graphics       0.00      0.00      0.00         0
 comp.os.ms-windows.misc       0.00      0.00      0.00         0
comp.sys.ibm.pc.hardware       0.00      0.00      0.00         0
   comp.sys.mac.hardware       0.00      0.00      0.00         0
          comp.windows.x       0.00      0.00      0.00         0
            misc.forsale       0.00      0.00      0.00         0
               rec.autos       0.00      0.00      0.00         0
         rec.motorcycles       0.00      0.00      0.00         0
      rec.sport.baseball       0.00      0.00      0.00         0
        rec.sport.hockey       0.00      0.00      0.00         0
               sci.crypt       0.00      0.00      0.00         0
         sci.electronics       0.00      0.00      0.00         0
                 sci.med       0.00      0.00      0.00         0
               sci.space       0.00      0.00      0.00         0
  soc.religion.christian       0.00      0.00      0.00         0
      talk.politics.guns       0.00      0.00      0.00         0
   talk.politics.mideast       0.00      0.00      0.00         0
      talk.politics.misc       0.00      0.00      0.00         0
      talk.religion.misc       0.00      0.00      0.00         0

               micro avg       0.00      0.00      0.00         0
               macro avg       0.00      0.00      0.00         0
            weighted avg       0.00      0.00      0.00         0


```

![Results](FastText/plot.png)
---