Amharic-STT · Azariagmt · Aug 4, 2021 · Aug 6, 2021 · Aug 6, 2021 · Aug 6, 2021
diff --git a/.github/workflows/cml.yml b/.github/workflows/cml.yml
diff --git a/.github/workflows/train.yml b/.github/workflows/train.yml
@@ -0,0 +1,28 @@
+name: train-model
+
+on:
+  push:
+    branches:
+      - "train"
+
+jobs:
+  train:
+    runs-on: [self-hosted, cml, gpu]
+    steps:
+      - uses: actions/checkout@v2
+      - uses: actions/setup-python@v2
+      - uses: iterative/setup-cml@v1
+      - name: Train model
+        env:
+          REPO_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          GDRIVE_CREDENTIALS_DATA: ${{ secrets.GDRIVE_CREDENTIALS_DATA }}
+      - name: cml_run
+        run: |
+          pip install -r requirements.txt
+	  dvc repro
+
+
+          git fetch prune
+          dvc metrics diff --show-md staging > report.md
+
+	  cml-send-comment report.md
diff --git a/.gitignore b/.gitignore
@@ -1 +1,3 @@
 /data
+*.pyc 
+/prediction.txt
diff --git a/README.md b/README.md
@@ -6,25 +6,9 @@
 
 <p>Our responsibility was to build a deep learning model that is capable of transcribing a speech to text in the Amharic language. The model we produce will be accurate and is robust against background noise.</p>
 
+## Code
+The code of our analysis can be found in the **notebooks** folder. The data preprocessing and visualization, and model training parts can be found in the **Amharic_STT_preprocessing.ipynb** jupyter notebook. This notebook can be run in google colab. The **Amharic_Speech_To_Text.ipynb** contains a modularized version of the first notebook. The **scripts** folder contains the data loading and preprocessing functions. The trained models will be stored in the **models** folder.
 
-Structure
-├── logs
-├── modules
-├── notebooks
-├── tests
-└── Dockerfile
-
-# Contributors
-
-* [Azaria Tamrat](https://github.com/Azariagmt)
-* [Bethelhem Sisay](https://github.com/Bethelsis)
-* [Daniel Zelalem](https://github.com/daniEL2371)
-* [Dorothy Cheruiyot](https://github.com/Doro97)
-* [Eliphaz Niyodusenga]()
-* [Elizabeth Nanjala]()
-* [Natneal Teshome](https://github.com/Natty-star)
-* [UWASE Rachel](https://github.com/ntabanarachel)
-* [Yosef Alemneh](https://github.com/mozartofmath)
-
-
-
+## Dependencies
+To install the necessary dependencies, execute the command 
+```$ pip install -r requirements.txt"```
diff --git a/data.dvc b/data.dvc
@@ -1,5 +1,5 @@
 outs:
-- md5: bc8108ef9de98e206b7cfcc971293348.dir
-  size: 387974316
-  nfiles: 1958
+- md5: 0482446076c63ee87c4a2fd58e77dcc9.dir
+  size: 20618614073
+  nfiles: 38001
   path: data
diff --git a/dvc.lock b/dvc.lock
@@ -0,0 +1,26 @@
+schema: '2.0'
+stages:
+  install_requirements:
+    cmd: pip3 install -r requirements.txt
+    deps:
+    - path: requirements.txt
+      md5: 355a4d492eb3ce554c1b42ff2dbea391
+      size: 251
+  train:
+    cmd:
+    - python3 ./scripts/train.py
+    deps:
+    - path: ./data
+      md5: 0482446076c63ee87c4a2fd58e77dcc9.dir
+      size: 20618614073
+      nfiles: 38001
+    - path: train.py
+      md5: aa3a029d753ed048f62c49c6290ae70a
+      size: 3935
+    outs:
+    - path: metrics.json
+      md5: 6a43012e4745d0dafa01cac604836f22
+      size: 12
+    - path: prediction.txt
+      md5: 865865e14d992c8caf58125f6fdad107
+      size: 158
diff --git a/dvc.yaml b/dvc.yaml
@@ -0,0 +1,15 @@
+stages:
+  install_requirements:
+    cmd: pip3 install -r requirements.txt
+    deps:
+    - requirements.txt
+  train:
+    cmd: ["python3 ./scripts/train.py"]
+    deps:
+    - train.py
+    - ./data
+    outs:
+    - prediction.txt
+    metrics:
+    - metrics.json:
+        cache: false
diff --git a/models/amharic_stt_mfcc.h5 b/models/amharic_stt_mfcc.h5
diff --git a/models/encoder.pkl b/models/encoder.pkl
diff --git a/notebooks/.ipynb_checkpoints/Amharic_Speech_To_Text-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/Amharic_Speech_To_Text-checkpoint.ipynb
diff --git a/notebooks/Amharic_Speech_To_Text.ipynb b/notebooks/Amharic_Speech_To_Text.ipynb
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diff --git a/notebooks/mlruns/0/8cebc9aac6574721af5a5de54016cd9c/metrics/ctc_loss b/notebooks/mlruns/0/8cebc9aac6574721af5a5de54016cd9c/metrics/ctc_loss
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