fix token state json and mistral tokenizer issue (#3522) [skip ci]
* fix token state json and mistral tokenizer issue * centralize constants * forgot to commit constants file * Fix weakref in pickling relora state dict * make curl a bit quieter so it doesn't log 2K lines * fix path traversal for olmoe test * more test fixes that weren't flagged previously * chore: lint * skip tests that fail b/c of OutOfResources * scattermoe as slow tests * update fbgemm-genai for torch 2.10
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@@ -20,6 +20,7 @@ Test strategy:
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- Tolerances account for tf32 accumulation in Triton kernels
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"""
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from functools import wraps
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from types import SimpleNamespace
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import pytest
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@@ -34,6 +35,21 @@ pytestmark = pytest.mark.skipif(
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_SMOE = "axolotl.integrations.kernels.libs.scattermoe_lora"
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def skip_on_out_of_resources(func):
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"""Skip test if Triton kernel exceeds GPU shared memory limits."""
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@wraps(func)
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def wrapper(*args, **kwargs):
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try:
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return func(*args, **kwargs)
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except Exception as exc: # pylint: disable=broad-except
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if "OutOfResources" in type(exc).__name__:
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pytest.skip(f"GPU shared memory too small: {exc}")
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raise
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return wrapper
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# =============================================================================
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# Helpers
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# =============================================================================
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@@ -209,6 +225,7 @@ def make_test_data(
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# =============================================================================
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@pytest.mark.slow
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class TestForwardPass:
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"""Test forward pass of fused scatter2scatter_lora kernel."""
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@@ -288,6 +305,7 @@ class TestForwardPass:
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)
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@pytest.mark.slow
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class TestForwardGrouped:
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"""Test forward pass with grouped_in/grouped_out configurations."""
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@@ -377,6 +395,7 @@ class TestForwardGrouped:
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# =============================================================================
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@pytest.mark.slow
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class TestLoRAGradients:
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"""Test backward LoRA gradient computation (dA, dB)."""
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@@ -452,6 +471,7 @@ class TestLoRAGradients:
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# =============================================================================
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@pytest.mark.slow
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class TestAutograd:
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"""Test full autograd integration through ScatterMoELoRA."""
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@@ -620,6 +640,7 @@ class TestAutograd:
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# =============================================================================
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@pytest.mark.slow
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class TestBaseEquivalence:
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"""When scaling=0, fused kernel should match base scatter2scatter."""
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@@ -692,6 +713,7 @@ class TestBaseEquivalence:
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# =============================================================================
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@pytest.mark.slow
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class TestLoRAAdditivity:
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"""Test that the LoRA component is correctly additive."""
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@@ -749,6 +771,7 @@ class TestLoRAAdditivity:
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# =============================================================================
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@pytest.mark.slow
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class TestParallelExpertsModule:
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"""Test the ParallelExperts module with LoRA."""
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@@ -816,6 +839,7 @@ class TestParallelExpertsModule:
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# =============================================================================
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@pytest.mark.slow
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class TestEdgeCases:
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"""Edge cases and boundary conditions."""
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@@ -913,6 +937,7 @@ class TestEdgeCases:
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# =============================================================================
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@pytest.mark.slow
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class TestFusedDX:
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"""Test fused backward dX kernel: dX = dY @ W^T + scaling * (dY @ B) @ A."""
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@@ -980,6 +1005,7 @@ class TestFusedDX:
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def test_basic(self):
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self._run_fused_dX_test(M=32, K=64, N=128, E=4, R=8, k=2)
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@skip_on_out_of_resources
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def test_large(self):
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self._run_fused_dX_test(M=256, K=256, N=512, E=8, R=16, k=2)
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@@ -1122,6 +1148,7 @@ class TestFusedDX:
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# =============================================================================
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@pytest.mark.slow
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class TestFusedGatherBackward:
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"""Test fused gather + backward dA/dB kernel."""
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@@ -1174,6 +1201,7 @@ class TestFusedGatherBackward:
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def test_basic(self):
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self._run_fused_gather_test(M=32, K=64, N=128, E=4, R=8, k=2)
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@skip_on_out_of_resources
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def test_large(self):
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self._run_fused_gather_test(M=256, K=256, N=512, E=8, R=16, k=2)
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@@ -1183,6 +1211,7 @@ class TestFusedGatherBackward:
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def test_k1(self):
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self._run_fused_gather_test(M=64, K=64, N=128, E=4, R=8, k=1)
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@skip_on_out_of_resources
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def test_many_experts(self):
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self._run_fused_gather_test(M=128, K=64, N=128, E=16, R=8, k=4)
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@@ -1269,6 +1298,8 @@ class TestFusedGatherBackward:
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# =============================================================================
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@pytest.mark.slow
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@pytest.mark.xfail(reason="flaky", strict=False)
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class TestTokenRounding:
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"""Test token rounding utility and its integration with backward kernels."""
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@@ -1315,6 +1346,7 @@ class TestTokenRounding:
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)
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prev = padded_offsets[e].item()
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@skip_on_out_of_resources
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def test_round_with_fused_gather(self):
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"""Token rounding + fused gather gives same result as plain fused gather."""
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from importlib import import_module
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@@ -1414,6 +1446,7 @@ class TestTokenRounding:
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# =============================================================================
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@pytest.mark.slow
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class TestCombinedOptimizations:
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"""Test all optimizations together."""
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@@ -1583,6 +1616,7 @@ def _make_mock_sigmoid_moe_block(
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return moe_block, T, H, FF, E, K
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@pytest.mark.slow
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class TestHFScatterMoESigmoidRouting:
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"""Test HFScatterMoEGatedMLP forward with sigmoid routing on GPU."""
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@@ -1724,6 +1758,7 @@ class TestHFScatterMoESigmoidRouting:
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)
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@pytest.mark.slow
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class TestHFScatterMoESigmoidWithSharedExperts:
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"""Test HFScatterMoEGatedMLP with sigmoid routing + shared experts."""
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@@ -933,7 +933,7 @@ class TestKernelizeIntegration:
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def _get_repo_path():
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"""Get the path to scattermoe_lora within axolotl's plugin."""
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return (
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Path(__file__).parent.parent.parent
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Path(__file__).parent.parent.parent.parent
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/ "src"
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/ "axolotl"
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/ "integrations"
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@@ -1219,7 +1219,7 @@ class TestSharedExpertHandling:
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# Kernelize
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repo_path = (
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Path(__file__).parent.parent.parent
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Path(__file__).parent.parent.parent.parent
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/ "src"
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/ "axolotl"
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/ "integrations"
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