DVC Setup

.dvc/.gitignore

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+/config.local
+/tmp
+/cache

.dvcignore

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+# Add patterns of files dvc should ignore, which could improve
+# the performance. Learn more at
+# https://dvc.org/doc/user-guide/dvcignore

Makefile

@@ -3,7 +3,7 @@
 #################################################################################
 
 PROJECT_NAME = air-quality-forecast
-PYTHON_VERSION = 3.12
+PYTHON_VERSION = 3.11
 PYTHON_INTERPRETER = python
 
 #################################################################################

air-quality-forecast/__init__.py

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+import numpy as np
+
+import random
+import sys
+from dvclive import Live
+
+with Live(save_dvc_exp=True) as live:
+    epochs = 3
+    live.log_param("epochs", epochs)
+    for epoch in range(epochs):
+        live.log_metric("train/accuracy", epoch + random.random())
+        live.log_metric("train/loss", epochs - epoch - random.random())
+        live.log_metric("val/accuracy",epoch + random.random() )
+        live.log_metric("val/loss", epochs - epoch - random.random())
+        live.next_step()

dvc.lock

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+schema: '2.0'
+stages:
+  train:
+    cmd: python air-quality-forecast\__init__.py
+    deps:
+    - path: air-quality-forecast\__init__.py
+      hash: md5
+      md5: a5e4d1e9e217b3798b8dd8d379609c1f
+      size: 505

dvc.yaml

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+stages:
+  train:
+    cmd: python air-quality-forecast\__init__.py
+    deps:
+    - air-quality-forecast\__init__.py
+params:
+- dvclive/params.yaml
+metrics:
+- dvclive/metrics.json
+plots:
+- dvclive/plots/metrics:
+    x: step

dvclive/metrics.json

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+{
+    "train": {
+        "accuracy": 2.76490845206126,
+        "loss": 0.6244843611129819
+    },
+    "val": {
+        "accuracy": 2.901352089696836,
+        "loss": 0.7266902432695576
+    },
+    "step": 2
+}

dvclive/params.yaml

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+epochs: 3

dvclive/plots/metrics/train/accuracy.tsv

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+step	accuracy
+0	0.9385511840818436
+1	1.0689925272951473
+2	2.76490845206126

dvclive/plots/metrics/train/loss.tsv

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+step	loss
+0	2.278962097325707
+1	1.2712801712746797
+2	0.6244843611129819

dvclive/plots/metrics/val/accuracy.tsv

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+step	accuracy
+0	0.24607177024980054
+1	1.6346540640957357
+2	2.901352089696836

dvclive/plots/metrics/val/loss.tsv

@@ -0,0 +1,4 @@
+step	loss
+0	2.3690964418263825
+1	1.577317210739888
+2	0.7266902432695576

requirements.txt

@@ -1,6 +1 @@
-black
-flake8
-isort
-pip
-python-dotenv
--e .
+numpy