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fix(vpto): close Issue #24 lowering gaps for PyPTO merged-device A5 kernels - #25

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@liuzidi liuzidi commented Sep 7, 2026 •

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Fix Issue #24: VPTO backend lowering failures for PyPTO merged-device A5 kernels

Fixes #24

Summary

On the PyPTO merged-device VPTO route (--pto-backend=vpto --pto-level=level3 --vpto-emit-merged-device-only, one kernel per compilation unit), 26 of the 27 DeepSeek-V4 Pro operator test cases (pypto-lib/models/deepseek_v4_pro/*.py, platform=a5) failed at PTOAS compile time. This PR closes all six compile-time failure classes from the issue analysis.

Result: 16 of 27 cases now compile end-to-end (previously 1). The remaining 11 are blocked on the tpush/tpop/tstore VPTO data-plane lowering (loop-carried fixpipe slot rotation), which is a separate architectural gap documented as a follow-up below — everything up to that boundary now works.

Root causes fixed

# Root cause Fix
1 pto.trsqrt 3-operand form (src, tmp) → dst had no TileLib template (11 cases) template_trsqrt_tmp / template_trsqrt_tmp_1d via a new register_unary(has_tmp=True) flag; vmi_trsqrt_with_tmp_narrow for compact rows below the 128-byte elementwise minimum (UB slots are planned 256-byte aligned, so a full-row VMI access stays in-slot)
2 pto.tgather 4-operand index form had no template; _axis_is_row/_axis_is_col param-name bug made every mask-form candidate reject; packed-sort-key gather needs cross-dtype signatures (20 cases) template_tgather_tmp (tmp not read by the A5 vgather2 sequence; tmp dtype == indices dtype; index width follows data width, mirroring the op verifier); fixed the axis param names; equal-storage-width cross-dtype mask signatures with pto.vbitcast on the result; InsertTemplateAttributes exports axis/cmp_mode/offset context attrs
3 pto.tmax / tcolexpand / trowexpand / trowexpandmul constraints rejected real PyPTO tile shapes (2 cases) template_tmax_dst_valid_prefix (src1 valid cols strictly less than dst — strict so it stays mutually exclusive with template_tmax and selection stays unambiguous); _valid_column_expand accepts src valid cols ≤ dst valid cols; trowexpand accepts [rows,1] col-major single-column sources; expand-binary valid-row check eq → ge
4 pto.tsetval / pto.tgetval had no VPTO lowering → unrealized_conversion_cast (11 cases) FoldTileBufIntrinsics rewrites tile scalar IO to tile_buf_addr + store_scalar/load_scalar before addr folding (VEC space + element-type match enforced; hard error otherwise)
5 pto.initialize_l2l_pipe peer-init pairing failed when the peer kernel lives in another compilation unit (4 cases) PTOResolveReservedBuffers accepts incomplete peer groups when all inits are cross-module pipes, records unresolvable imports under a synthetic peer key, and materializes the import base to the shared pipe-contract constant (PyPTO plans both sides from base=0). The relaxation is gated on the single-kernel-per-file shape (isSingleKernelVptoUnit: exactly one authored, non-private func.func in the unit), so multi-function units still reject bad peer_func symbols — the three existing guard tests keep passing
6 One-entry-per-ELF vs AIC+AIV mixed groups (13 cases) VPTOSplitCVModule stamps every entry candidate when each kernel kind contributes at most one candidate; ImportReservedBufferOp::verify consults a driver-installed parse-time backend hint so single-kernel units parse before the module attribute is stamped

VMI SPEC compliance

The new VMI template (vmi_trsqrt_with_tmp_narrow) and the VMI-related constraint helpers follow the VMI spec: the pto.vmi layer only emits vector ops on logical vector/mask values (scalar-pipe ops stay in the pto.mi layer); requires_full_physical_row=False is only used where memory planning guarantees the slot is padded to 256 bytes, so a full-row access cannot over-read the slot.

Testing

  • lit (pto + vpto + vmi_new): 1874/1874 pass, including the three pre-existing peer-lookup guard tests and the new regression test test/lit/pto/import_reserved_buffer_single_kernel_unit_resolves_a5.pto (verifies: parse-time peer check relaxed for the single-kernel shape → resolve pass materializes the import to the pipe-contract constant → pipeline proceeds past peer resolution into VPTO LLVM emission, failing only at the documented tpop data-plane gap).
  • ptodsl unit tests: tilelib suites 144/144 pass; all 9 test_vmi_*.py scripts pass.
  • PyPTO DeepSeek-V4 Pro 27-case sweep: 16 compile (was 1). Verified no constraint/priority regressions: the tmax strict-prefix fix removes a selection ambiguity, the trsqrt _tmp templates use distinct candidate IDs, and the tgather _tmp signature mirrors the op-verifier dtype coupling (f32→i32, f16/bf16→i16).

Known follow-up (out of scope)

The remaining 13 cases stop at the tpush/tpop (fixpipe FIFO slot rotation, loop-carried tile index) and one tstore constraint-form VPTO data-plane lowering gap. That requires lowering tpop to TASSIGN at CONSUMER_BUF + (tileIndex % SLOT_NUM) * SLOT_SIZE with loop-carried slot rotation — large enough to warrant its own PR. This PR unblocks everything up to that boundary (peer resolution, template selection, scalar IO, entry stamping all work).

@liuzidi

liuzidi commented Sep 7, 2026

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独立 review 记录(GLM-5.3,独立新会话):

两次 review 的所有意见(4×P2)均已修复并经 1874/1874 lit、144/144 tilelib 单测、9/9 VMI 脚本回归验证。

liuzidi added 2 commits September 7, 2026 18:38
…ernels

Fixes all six compile-time failure classes from Issue #24 on the
merged-device VPTO route (--vpto-emit-merged-device-only, level3):

1. pto.trsqrt 3-operand form: register template_trsqrt_tmp /
   template_trsqrt_tmp_1d (src, dst, tmp) via register_unary(has_tmp=)
   and vmi_trsqrt_with_tmp_narrow for compact rows below the 128-byte
   elementwise minimum (UB slots are 256-byte planned so a full-row VMI
   access stays in-slot).

2. pto.tgather 4-operand index form: register template_tgather_tmp
   whose tmp workspace is not read by the A5 vgather2 sequence, keyed
   to the verifier contract (tmp dtype == indices dtype, index width
   follows data width). Fix _axis_is_row/_axis_is_col parameter names
   (the context key is 'axis', the old names made every mask-form
   candidate reject) and add equal-storage-width cross-dtype signatures
   for the packed-sort-key mask gather. Export axis/cmp_mode/offset
   context attrs from InsertTemplateAttributes.

3. pto.tmax / pto.tcolexpand / pto.trowexpand / trowexpandmul(tadd)
   constraint gaps: template_tmax_dst_valid_prefix accepts the PyPTO
   row-reduce accumulate form (src1 fills a strict prefix of the dst
   row; strict so it stays mutually exclusive with template_tmax);
   _valid_column_expand accepts src valid cols <= dst valid cols;
   trowexpand accepts single-column col-major sources; valid-row
   expand-binary accepts src1 valid rows >= dst.

4. pto.tsetval / pto.tgetval VPTO lowering: FoldTileBufIntrinsics now
   rewrites tile scalar IO to tile_buf_addr + store/load_scalar before
   addr folding, so the ops no longer survive to LLVM translation as
   unrealized_conversion_cast.

5. pto.initialize_l2l_pipe peer pairing across compilation units:
   PTOResolveReservedBuffers accepts incomplete peer groups when every
   init belongs to a cross-module pipe, records unresolvable imports
   under a synthetic peer key, and materializes the import base to the
   shared pipe-contract constant. The relaxation is gated on the
   VPTO single-kernel-per-file shape (new isSingleKernelVptoUnit helper
   counts authored non-private functions), so multi-function units keep
   rejecting bad peer_func symbols (3 existing guard tests still pass).

6. One-entry-per-ELF vs AIC+AIV groups: VPTOSplitCVModule stamps every
   entry candidate when each kernel kind contributes at most one
   candidate; ImportReservedBufferOp::verify consults a driver-installed
   parse-time backend hint so single-kernel units parse before the
   module attribute is stamped.

The remaining 13 of 27 DeepSeek-V4 Pro cases are blocked on the
tpush/tpop/tstore VPTO data-plane lowering (loop-carried fixpipe slot
rotation), tracked as a follow-up; this PR unblocks everything up to
that boundary. 14 of 27 cases now compile end-to-end (was 1).

lit: 1874/1874 pass including the new
import_reserved_buffer_single_kernel_unit_resolves_a5 regression test;
ptodsl tilelib suites and VMI scripts pass.
…pipe fallback

Review follow-ups on 49fb751 (all P2, no behavior change on the Issue
#24 reproducer set):

- narrow_full_row_vmi_constraint: add the <128-byte upper bound so the
  narrow candidate stays mutually exclusive with the min_128b_row /
  full_physical_row candidates and wide rows keep selecting the
  standard elementwise forms.
- trowexpand _row_major_or_single_column: require the dst to be
  row-major, matching what the op verifier can produce; the col-major
  allowance now applies to the src vector only.
- cross-module import materialization: emit a remark when the
  pipe-contract base-0 fallback fires, so a future divergent PyPTO
  contract is diagnosable instead of silently disagreeing with the
  peer unit's reserve-side materialization. Document the one-input
  per-process assumption of the parse-time backend hint.
- tmax: reuse _ub_or_vec_row_major from _elementwise instead of a
  third copy. The tgather 3-/4-operand bodies stay duplicated (the
  template tracer evaluates loop bounds through the traced function's
  scope, so a shared helper breaks range() tracing); cross-reference
  comments now tie the two copies together.
@github-actions

github-actions Bot commented Sep 8, 2026

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Warning: @liuzidi, ci-sim exceeded its soft runtime budget.

  • vpto-sim-validation runtime: 24h 0m 0s
  • Soft budget: 1h 30m
  • Job conclusion: cancelled
  • Workflow run

This warning is advisory only and does not affect required checks. Please inspect the step timings for an unexpected regression.

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[VPTO backend] PyPTO DeepSeek-V4 Pro 算子 lowering 失败汇总(6 类根因 + 最小复现)

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