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101 lines
3.3 KiB
Python
101 lines
3.3 KiB
Python
"""Compatibility checks for env/tool mask support with older unsloth_zoo."""
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from __future__ import annotations
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import ast
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import os
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import textwrap
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import pytest
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import torch
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REPO_ROOT = os.path.abspath(os.path.join(os.path.dirname(__file__), os.pardir))
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RL_SOURCE_PATH = os.path.join(REPO_ROOT, "unsloth", "models", "rl.py")
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RL_REPLACEMENTS_SOURCE_PATH = os.path.join(REPO_ROOT, "unsloth", "models", "rl_replacements.py")
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def _read(path: str) -> str:
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with open(path, "r") as fh:
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return fh.read()
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def _load_local_align_completion_tool_mask():
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src = _read(RL_SOURCE_PATH)
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tree = ast.parse(src)
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for node in tree.body:
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if isinstance(node, ast.If):
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for item in node.body:
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if isinstance(item, ast.FunctionDef) and item.name == "align_completion_tool_mask":
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function_src = ast.get_source_segment(src, item)
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break
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else:
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continue
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break
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else:
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raise AssertionError("local align_completion_tool_mask fallback is missing")
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calls = []
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def align_logprobs_with_mask(
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logprob_tensor,
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completion_mask,
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pad_value = None,
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):
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calls.append((logprob_tensor, completion_mask, pad_value))
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return torch.tensor(
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[[1, 0, 1], [0, 1, 1]],
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device = completion_mask.device,
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dtype = logprob_tensor.dtype,
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)
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namespace = {
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"torch": torch,
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"align_logprobs_with_mask": align_logprobs_with_mask,
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}
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exec(textwrap.dedent(function_src), namespace)
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return namespace["align_completion_tool_mask"], calls
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def test_rl_uses_optional_zoo_tool_mask_helper():
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src = _read(RL_SOURCE_PATH)
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assert 'RL_REPLACEMENTS.get("align_completion_tool_mask")' in src
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assert 'RL_REPLACEMENTS["align_completion_tool_mask"]' not in src
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def test_local_tool_mask_fallback_is_only_old_zoo_compat_shim():
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align_completion_tool_mask, calls = _load_local_align_completion_tool_mask()
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completion_mask = torch.tensor(
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[[1, 1, 0], [1, 1, 1]],
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dtype = torch.float32,
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)
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assert align_completion_tool_mask(None, completion_mask) is completion_mask
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assert calls == []
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same_shape_tool_mask = torch.tensor([[1, 0, 1], [0, 1, 1]], dtype = torch.bool)
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with pytest.raises(RuntimeError, match = "Please upgrade unsloth_zoo"):
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align_completion_tool_mask(same_shape_tool_mask, completion_mask)
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def test_grpo_accumulated_loss_omits_none_tool_mask_for_old_zoo():
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src = _read(RL_REPLACEMENTS_SOURCE_PATH)
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assert "_grpo_accumulated_loss_kwargs = {}" in src
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assert (
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'if tool_mask is not None:\n _grpo_accumulated_loss_kwargs["tool_mask"] = tool_mask'
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in src
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)
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assert src.count("**_grpo_accumulated_loss_kwargs") == 2
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accelerated_loss_start = src.find('if hasattr(self.args, "loss_type"):')
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assert accelerated_loss_start != -1
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accelerated_loss_body = src[
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accelerated_loss_start : src.find('if "train" in self._metrics:', accelerated_loss_start)
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]
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assert "tool_mask = tool_mask" not in accelerated_loss_body
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def test_rollout_output_patch_requires_real_tool_mask_symbol():
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src = _read(RL_REPLACEMENTS_SOURCE_PATH)
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assert 're.search(r"\\btool_mask\\b", function)' in src
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assert 'output["tool_mask"]' in src
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