tests: remove nose

.github/workflows/main.yml

@@ -49,7 +49,6 @@ jobs:
         pip install --user typing  # needed for Python 2 in some cases
 
         pip install --user pytest
-        pip install --user nose
 
         pip install --user dm-tree h5py typing
         pip install --user --progress-bar=off "numpy<2"
@@ -138,9 +137,6 @@ jobs:
 
         pip install --user pytest
 
-        # Install nose anyway because we currently use some of its helper functions.
-        pip install --user nose
-
         pip install --user --progress-bar=off -r requirements.txt
 
     - name: Test Python/Numpy/TF versions.
@@ -225,9 +221,6 @@ jobs:
 
         pip install --user pytest
 
-        # Install nose anyway because we currently use some of its helper functions.
-        pip install --user nose
-
         if [[ "${{matrix.tf-version}}" == 2.[0123].* || "${{matrix.tf-version}}" == 1.* ]]; then
           # Older TF needs older NumPy version.
           # https://github.com/rwth-i6/returnn/pull/1160#issuecomment-1284537803
@@ -309,9 +302,6 @@ jobs:
 
         pip install --user pytest
 
-        # Install nose anyway because we currently use some of its helper functions.
-        pip install --user nose
-
         pip install --user dm-tree h5py typing
         pip install --user --progress-bar=off "numpy<2"
         pip install --user --progress-bar=off scipy  # for some tests
@@ -400,9 +390,6 @@ jobs:
 
         pip install --user pytest
 
-        # Install nose anyway because we currently use some of its helper functions.
-        pip install --user nose
-
         pip install --user dm-tree h5py typing
         pip install --user --progress-bar=off "numpy<2"
         pip install --user --progress-bar=off scipy  # for some tests

docs/advanced/test_suite.rst

@@ -10,7 +10,7 @@ by GitHub Actions defined `here <https://github.com/rwth-i6/returnn/blob/master/
 
 The test cases are all in the `tests directory <https://github.com/rwth-i6/returnn/tree/master/tests>`__.
 
-We use nosetests but the tests can also be run manually like::
+We use pytests but the tests can also be run manually like::
 
   python3 tests/test_TFEngine.py
 

docs/getting_started/installation.rst

@@ -21,7 +21,7 @@ and for PyTorch, use :code:`pip install torch torchaudio`.
 
 For some specific datasets or special layers, additional dependencies might be needed,
 such as ``librosa``.
-For running the tests, you need ``pytest`` and ``nose``.
+For running the tests, you need ``pytest``.
 
 You can also install RETURNN as a framework, via ``pip`` (`PyPI entry <https://pypi.org/project/returnn/>`__),
 like::

docs/requirements.txt

@@ -1,7 +1,6 @@
 numpy<2
 scipy
 h5py
-nose
 pytest
 dm-tree
 tensorflow==2.12.1

requirements-dev

@@ -1,3 +1,2 @@
 black==22.3.0
-nose
 pytest

tests/test_Config.py

@@ -1,7 +1,6 @@
 import sys
 import _setup_test_env  # noqa
 import unittest
-from nose.tools import assert_equal, assert_is_instance, assert_in, assert_greater, assert_true, assert_false
 from pprint import pprint
 from returnn.config import *
 from returnn.util import better_exchook
@@ -21,16 +20,16 @@ def test_old_format():
         )
     )
 
-    assert_true(config.has("num_inputs"))
-    assert_true(config.has("hidden_type"))
-    assert_equal(config.int("num_inputs", -1), 3)
-    assert_equal(config.value("hidden_type", "x"), "forward,lstm")
-    assert_equal(config.value("hidden_type", "x", index=0), "forward")
-    assert_equal(config.value("hidden_type", "x", index=1), "lstm")
-    assert_equal(config.list("hidden_type", ["x"]), ["forward", "lstm"])
+    assert config.has("num_inputs") is True
+    assert config.has("hidden_type") is True
+    assert config.int("num_inputs", -1) == 3
+    assert config.value("hidden_type", "x") == "forward,lstm"
+    assert config.value("hidden_type", "x", index=0) == "forward"
+    assert config.value("hidden_type", "x", index=1) == "lstm"
+    assert config.list("hidden_type", ["x"]) == ["forward", "lstm"]
 
-    assert_false(config.is_typed("num_inputs"))
-    assert_false(config.is_typed("hidden_type"))
+    assert config.is_typed("num_inputs") is False
+    assert config.is_typed("hidden_type") is False
 
 
 def test_json_format():
@@ -47,19 +46,19 @@ def test_json_format():
         )
     )
 
-    assert_true(config.has("num_inputs"))
-    assert_true(config.has("hidden_type"))
-    assert_equal(config.int("num_inputs", -1), 3)
-    assert_equal(config.value("hidden_type", "x"), "forward,lstm")
-    assert_equal(config.value("hidden_type", "x", index=0), "forward")
-    assert_equal(config.value("hidden_type", "x", index=1), "lstm")
-    assert_equal(config.list("hidden_type", ["x"]), ["forward", "lstm"])
+    assert config.has("num_inputs") is True
+    assert config.has("hidden_type") is True
+    assert config.int("num_inputs", -1) == 3
+    assert config.value("hidden_type", "x") == "forward,lstm"
+    assert config.value("hidden_type", "x", index=0) == "forward"
+    assert config.value("hidden_type", "x", index=1) == "lstm"
+    assert config.list("hidden_type", ["x"]) == ["forward", "lstm"]
 
-    assert_true(config.is_typed("num_inputs"))
-    assert_true(config.is_typed("hidden_type"))
-    assert_is_instance(config.typed_value("num_inputs"), int)
-    assert_is_instance(config.typed_value("hidden_type"), list)
-    assert_equal(config.typed_value("hidden_type"), ["forward", "lstm"])
+    assert config.is_typed("num_inputs") is True
+    assert config.is_typed("hidden_type") is True
+    assert isinstance(config.typed_value("num_inputs"), int)
+    assert isinstance(config.typed_value("hidden_type"), list)
+    assert config.typed_value("hidden_type") == ["forward", "lstm"]
 
 
 def test_py_config():
@@ -74,19 +73,19 @@ def test_py_config():
         )
     )
 
-    assert_true(config.has("num_inputs"))
-    assert_true(config.has("hidden_type"))
-    assert_equal(config.int("num_inputs", -1), 3)
-    assert_equal(config.value("hidden_type", "x"), "forward,lstm")
-    assert_equal(config.value("hidden_type", "x", index=0), "forward")
-    assert_equal(config.value("hidden_type", "x", index=1), "lstm")
-    assert_equal(config.list("hidden_type", ["x"]), ["forward", "lstm"])
+    assert config.has("num_inputs") is True
+    assert config.has("hidden_type") is True
+    assert config.int("num_inputs", -1) == 3
+    assert config.value("hidden_type", "x") == "forward,lstm"
+    assert config.value("hidden_type", "x", index=0) == "forward"
+    assert config.value("hidden_type", "x", index=1) == "lstm"
+    assert config.list("hidden_type", ["x"]) == ["forward", "lstm"]
 
-    assert_true(config.is_typed("num_inputs"))
-    assert_true(config.is_typed("hidden_type"))
-    assert_is_instance(config.typed_value("num_inputs"), int)
-    assert_is_instance(config.typed_value("hidden_type"), list)
-    assert_equal(config.typed_value("hidden_type"), ["forward", "lstm"])
+    assert config.is_typed("num_inputs") is True
+    assert config.is_typed("hidden_type") is True
+    assert isinstance(config.typed_value("num_inputs"), int)
+    assert isinstance(config.typed_value("hidden_type"), list)
+    assert config.typed_value("hidden_type") == ["forward", "lstm"]
 
 
 def test_rnn_init_config_py_global_var():
@@ -115,17 +114,17 @@ def test_func():
     assert rnn.config.has("task")
     assert rnn.config.has("test_value")
     assert rnn.config.has("test_func")
-    assert_equal(rnn.config.value("task", None), "search")
+    assert rnn.config.value("task", None) == "search"
     assert rnn.config.is_typed("test_value")
-    assert_equal(rnn.config.typed_value("test_value"), 42)
+    assert rnn.config.typed_value("test_value") == 42
     assert rnn.config.is_typed("test_func")
     # So far it's fine.
     # Now something a bit strange.
     # Earlier, this failed, because the command-line overwrote this.
     assert rnn.config.is_typed("task")
     test_func = rnn.config.typed_dict["test_func"]
     assert callable(test_func)
-    assert_equal(test_func(), "search")
+    assert test_func() == "search"
 
 
 def test_rnn_init_config_py_cmd_type():
@@ -152,7 +151,7 @@ def test_func():
     assert rnn.config.is_typed("test_func")
     test_func = rnn.config.typed_dict["test_func"]
     assert callable(test_func)
-    assert_equal(test_func(), 0)
+    assert test_func() == 0
 
 
 def test_config_py_ext():
@@ -176,9 +175,9 @@ def test_func():
     assert config.is_typed("test_func")
     test_func = config.typed_dict["test_func"]
     assert callable(test_func)
-    assert_equal(test_func(), "train")
+    assert test_func() == "train"
     config.set("task", "search")
-    assert_equal(test_func(), "search")
+    assert test_func() == "search"
 
 
 def test_config_py_old_returnn_imports():