adding tests sortof

tests/test_evaluator.py

@@ -26,7 +26,18 @@ def test_evaluator(taskname, Task):
             res.append((-random.random(), False))
 
         return res
-        
+
+    def ll_perp_fn(reqs):
+        for string, in reqs:
+            assert isinstance(string, str)
+
+        res = []
+        random.seed(42)
+        for _ in reqs:
+            res.append((-random.random(),))
+
+        return res
 
     lm.loglikelihood = ll_fn
+    lm.loglikelihood_perplexity = ll_perp_fn
     evaluator.evaluate(lm, task_dict, False, 0, 10)

tests/test_models.py

@@ -34,4 +34,20 @@ def test_gpt2():
     targets = [-61.60536193847656, -56.57843780517578, -62.131004333496094, -9.799489974975586, -153.96334838867188, -341.222900390625, -731.1475830078125, -61.60536193847656, -8.682319641113281]
 
     for (pred, _), tgt in zip(vals, targets):
-        assert pred == pytest.approx(tgt)
+        assert pred == pytest.approx(tgt)
\ No newline at end of file
+
+
+def test_gpt2_perplexity():
+    gpt2 = models.get_model('gpt2').create_from_arg_string("device=cpu")
+    test_string = "We study empirical scaling laws for language model performance on the cross-entropy loss."
+    perplexity = gpt2.loglikelihood_perplexity([(test_string,)])[0]
+    targets = [-4.9599953, -8.069298, -8.308624, -10.178513, -8.906924, -1.9318912, -7.745445, -7.146077, -5.2072, -3.5882986, -1.9957212, -8.044922, -0.20841774, -5.1096807, -0.099879116, -8.888423, -4.6180487]
+    for pred, tgt in zip(perplexity, targets):
+        assert pred == pytest.approx(tgt)
+
+    # Hack: modify gpt2 to have shorter context length to induce rolling windows
+    gpt2.max_length = 5
+    perplexity = gpt2.loglikelihood_perplexity([(test_string,)])[0]
+    targets = [-4.96001, -8.069275, -8.308612, -10.178482, -8.90691, -4.037338, -8.09261, -11.662385, -10.206891, -4.425003, -2.2563353, -7.909143, -1.9304147, -7.3610134, -2.3120654, -7.3229, -2.1643813]
+    for pred, tgt in zip(perplexity, targets):
+        assert pred == pytest.approx(tgt)

tests/test_utils.py

+from lm_eval.utils import get_rolling_token_windows
+
+
+# noinspection DuplicatedCode
+def test_get_rolling_token_windows_v1():
+    gold = [
+        ([-100, 0, 1, 2, 3, 4, 5, 6, 7, 8], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),
+        ([9, 10, 11, 12, 13, 14, 15, 16, 17, 18], [10, 11, 12, 13, 14, 15, 16, 17, 18, 19]),
+        ([19, 20, 21, 22, 23, 24, 25, 26, 27, 28], [20, 21, 22, 23, 24, 25, 26, 27, 28, 29]),
+        ([23, 24, 25, 26, 27, 28, 29, 30, 31, 32], [30, 31, 32, 33]),
+    ]
+    x = list(range(34))
+    generator = get_rolling_token_windows(
+        token_list=x,
+        prefix_token=-100,
+        max_seq_len=10,
+        context_len=1,
+    )
+    pred_length = 0
+    output = []
+    for input_tokens, pred_tokens in generator:
+        output.append((input_tokens, pred_tokens))
+        pred_length += len(pred_tokens)
+    assert pred_length == len(x)
+    assert gold == output
+
+
+# noinspection DuplicatedCode
+def test_get_rolling_token_windows_v2():
+    gold = [
+        ([-100, 0, 1, 2, 3, 4, 5, 6, 7, 8], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),
+        ([2, 3, 4, 5, 6, 7, 8, 9, 10, 11], [10, 11, 12]),
+        ([5, 6, 7, 8, 9, 10, 11, 12, 13, 14], [13, 14, 15]),
+        ([8, 9, 10, 11, 12, 13, 14, 15, 16, 17], [16, 17, 18]),
+        ([11, 12, 13, 14, 15, 16, 17, 18, 19, 20], [19, 20, 21]),
+        ([14, 15, 16, 17, 18, 19, 20, 21, 22, 23], [22, 23, 24]),
+        ([17, 18, 19, 20, 21, 22, 23, 24, 25, 26], [25, 26, 27]),
+        ([20, 21, 22, 23, 24, 25, 26, 27, 28, 29], [28, 29, 30]),
+        ([23, 24, 25, 26, 27, 28, 29, 30, 31, 32], [31, 32, 33]),
+    ]
+    x = list(range(34))
+    generator = get_rolling_token_windows(
+        token_list=x,
+        prefix_token=-100,
+        max_seq_len=10,
+        context_len=8,
+    )
+    pred_length = 0
+    output = []
+    for input_tokens, pred_tokens in generator:
+        output.append((input_tokens, pred_tokens))
+        pred_length += len(pred_tokens)
+    assert pred_length == len(x)
+    assert gold == output
+
+
+# noinspection DuplicatedCode
+def test_get_rolling_token_windows_v3():
+    gold = [
+        ([-100, 0, 1, 2, 3, 4, 5, 6, 7, 8], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),
+        ([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], [10]),
+        ([1, 2, 3, 4, 5, 6, 7, 8, 9, 10], [11]),
+        ([2, 3, 4, 5, 6, 7, 8, 9, 10, 11], [12]),
+        ([3, 4, 5, 6, 7, 8, 9, 10, 11, 12], [13]),
+        ([4, 5, 6, 7, 8, 9, 10, 11, 12, 13], [14]),
+        ([5, 6, 7, 8, 9, 10, 11, 12, 13, 14], [15]),
+        ([6, 7, 8, 9, 10, 11, 12, 13, 14, 15], [16]),
+        ([7, 8, 9, 10, 11, 12, 13, 14, 15, 16], [17]),
+        ([8, 9, 10, 11, 12, 13, 14, 15, 16, 17], [18]),
+        ([9, 10, 11, 12, 13, 14, 15, 16, 17, 18], [19]),
+        ([10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [20]),
+        ([11, 12, 13, 14, 15, 16, 17, 18, 19, 20], [21]),
+        ([12, 13, 14, 15, 16, 17, 18, 19, 20, 21], [22]),
+        ([13, 14, 15, 16, 17, 18, 19, 20, 21, 22], [23]),
+        ([14, 15, 16, 17, 18, 19, 20, 21, 22, 23], [24]),
+        ([15, 16, 17, 18, 19, 20, 21, 22, 23, 24], [25]),
+        ([16, 17, 18, 19, 20, 21, 22, 23, 24, 25], [26]),
+        ([17, 18, 19, 20, 21, 22, 23, 24, 25, 26], [27]),
+        ([18, 19, 20, 21, 22, 23, 24, 25, 26, 27], [28]),
+        ([19, 20, 21, 22, 23, 24, 25, 26, 27, 28], [29]),
+        ([20, 21, 22, 23, 24, 25, 26, 27, 28, 29], [30]),
+        ([21, 22, 23, 24, 25, 26, 27, 28, 29, 30], [31]),
+        ([22, 23, 24, 25, 26, 27, 28, 29, 30, 31], [32]),
+        ([23, 24, 25, 26, 27, 28, 29, 30, 31, 32], [33]),
+    ]
+    x = list(range(34))
+    generator = get_rolling_token_windows(
+        token_list=x,
+        prefix_token=-100,
+        max_seq_len=10,
+        context_len=10,
+    )
+    pred_length = 0
+    output = []
+    for input_tokens, pred_tokens in generator:
+        output.append((input_tokens, pred_tokens))
+        pred_length += len(pred_tokens)
+    assert pred_length == len(x)
+    assert gold == output
+
+
+# noinspection DuplicatedCode
+def test_get_rolling_token_windows_v4():
+    gold = [
+        ([-100, 0, 1, 2, 3, 4, 5, 6, 7, 8], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),
+        ([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], [10]),
+        ([1, 2, 3, 4, 5, 6, 7, 8, 9, 10], [11]),
+        ([2, 3, 4, 5, 6, 7, 8, 9, 10, 11], [12]),
+        ([3, 4, 5, 6, 7, 8, 9, 10, 11, 12], [13]),
+        ([4, 5, 6, 7, 8, 9, 10, 11, 12, 13], [14]),
+        ([5, 6, 7, 8, 9, 10, 11, 12, 13, 14], [15]),
+        ([6, 7, 8, 9, 10, 11, 12, 13, 14, 15], [16]),
+        ([7, 8, 9, 10, 11, 12, 13, 14, 15, 16], [17]),
+        ([8, 9, 10, 11, 12, 13, 14, 15, 16, 17], [18]),
+        ([9, 10, 11, 12, 13, 14, 15, 16, 17, 18], [19]),
+        ([10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [20]),
+        ([11, 12, 13, 14, 15, 16, 17, 18, 19, 20], [21]),
+        ([12, 13, 14, 15, 16, 17, 18, 19, 20, 21], [22]),
+        ([13, 14, 15, 16, 17, 18, 19, 20, 21, 22], [23]),
+        ([14, 15, 16, 17, 18, 19, 20, 21, 22, 23], [24]),
+        ([15, 16, 17, 18, 19, 20, 21, 22, 23, 24], [25]),
+        ([16, 17, 18, 19, 20, 21, 22, 23, 24, 25], [26]),
+        ([17, 18, 19, 20, 21, 22, 23, 24, 25, 26], [27]),
+        ([18, 19, 20, 21, 22, 23, 24, 25, 26, 27], [28]),
+        ([19, 20, 21, 22, 23, 24, 25, 26, 27, 28], [29]),
+
+    ]
+    x = list(range(30))
+    generator = get_rolling_token_windows(
+        token_list=x,
+        prefix_token=-100,
+        max_seq_len=10,
+        context_len=10,
+    )
+    pred_length = 0
+    output = []
+    for input_tokens, pred_tokens in generator:
+        output.append((input_tokens, pred_tokens))
+        pred_length += len(pred_tokens)
+    assert pred_length == len(x)
+    assert gold == output
+
+
+# noinspection DuplicatedCode
+def test_get_rolling_token_windows_v5():
+    gold = [
+        ([-100, 0, 1, 2, 3, 4, 5, 6, 7, 8], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),
+        ([9, 10, 11, 12, 13, 14, 15, 16, 17, 18], [10, 11, 12, 13, 14, 15, 16, 17, 18, 19]),
+        ([19, 20, 21, 22, 23, 24, 25, 26, 27, 28], [20, 21, 22, 23, 24, 25, 26, 27, 28, 29]),
+    ]
+    x = list(range(30))
+    generator = get_rolling_token_windows(
+        token_list=x,
+        prefix_token=-100,
+        max_seq_len=10,
+        context_len=1,
+    )
+    pred_length = 0
+    output = []
+    for input_tokens, pred_tokens in generator:
+        output.append((input_tokens, pred_tokens))
+        pred_length += len(pred_tokens)
+    assert pred_length == len(x)
+    assert gold == output
+
+
+# noinspection DuplicatedCode
+def test_get_rolling_token_windows_v6():
+    gold = [
+        ([-100, 0], [0, 1]),
+        ([1, 2], [2, 3]),
+        ([3, 4], [4, 5]),
+        ([5, 6], [6, 7]),
+        ([6, 7], [8]),
+    ]
+    x = list(range(9))
+    generator = get_rolling_token_windows(
+        token_list=x,
+        prefix_token=-100,
+        max_seq_len=2,
+        context_len=1,
+    )
+    pred_length = 0
+    output = []
+    for input_tokens, pred_tokens in generator:
+        output.append((input_tokens, pred_tokens))
+        pred_length += len(pred_tokens)
+    assert pred_length == len(x)
+    assert gold == output
+
+
+def test_get_rolling_token_windows_empty():
+    generator = get_rolling_token_windows(
+        token_list=[],
+        prefix_token=-100,
+        max_seq_len=2,
+        context_len=1,
+    )
+    n = 0
+    for _ in generator:
+        n += 1
+    assert n == 0