name	project-xplus
description	Use when working in the Project-XPlus / Project-X / Project-XS codebase, especially Cuper, TAPA, U55C, Vitis/Vivado, bitstream generation, tmux hardware builds, 395bitstream synchronization, demo bitstream testing, docs/bitstream_summaries version records, source.diff, testing.md, or code_reading_guide.md.
metadata	{"short-description":"Project-XPlus Cuper/TAPA/U55C workflow"}

Project-XPlus

This skill is only an entry point. The repository documents are the source of truth.

First Steps

Find the repo root. Prefer the current working directory if it contains Project-XPlus; otherwise check:

/home/pyx/ProjectFS/Project-X/Project-XPlus
/home/pyx/project-x/Project-XPlus

For narrow read-only questions, load only the relevant repository docs/sections. Before changing build scripts, kernels, bitstreams, reports, or version docs, read these files:

Project-XPlus/docs/codex/coding.md
Project-XPlus/docs/codex/testing.md
Project-XPlus/395bitstream/README.md

If the task touches implementation naming, also read:

Project-XPlus/docs/design/implementation_versions_zh.md

Run:

git status --short
tmux ls 2>/dev/null || true

If a hardware build is already in vpl, impl, or routing, say that source edits affect only the next build.

Workflow Rules

Follow docs/codex/coding.md as the entry point. It links to detailed workflow docs under docs/codex/workflows/.
Follow docs/codex/testing.md for demo testing and required datasets. New demo testing is demo-only by default; do not rerun the standard bitstreams unless the user explicitly asks, standard bitstream/host changed, or old records are insufficient to interpret a mismatch.
When updating the HTML report for a TAPA full-PCG demo, keep current diagnostic sections such as TAPA PCG 分段时间 and Init 与 1iter 差值 on the latest demo-only measurements. Put standard/previous-demo/current-demo comparisons in a separate comparison block. In that comparison block, use standalone TAPA Cuper SpMV as the SpMV standard baseline; use TAPA full-PCG standard only for the 1iter comparison. If a demo changes stage semantics, label raw counters by their real meaning, e.g. iter recv, and compare derived metrics such as AP path = iter recv + dot_p_ap only when the formula is written in the HTML. See docs/codex/workflows/reports.md before editing HTML views.
For a single-SpMV demo, record new data only in the SpMV/demo-only sections. Leave PCG diagnostic and 1iter data unchanged, but label those sections as not run in this round (本轮未跑 PCG，无 init/1iter 过程).
For bitstream/build/TAPA/report/version-record work, read the matching docs/codex/workflows/*.md file before editing.
Keep version records in docs/bitstream_summaries/<version>/.
For code-changing demo candidates, maintain README.md, changes.md, testing.md, and, when useful, code_reading_guide.md. Update official source.diff only after demo-only board testing confirms a performance improvement, or when the user explicitly asks to preserve a functional-boundary fix; do not overwrite the last effective source.diff for failed or slower demos.
Store synchronized candidate bitstreams in 395bitstream/ with a -demo suffix until the user explicitly approves promotion or asks to archive them. Project-XPlus now has five Cuper mainlines. 395bitstream/ may keep up to three demo slots: one cuper-tapa-spmv single-SpMV candidate, one cuper-tapa-pcg full-PCG candidate, and one cuper-tapa-jacobi Jacobi-iteration candidate. New demos overwrite only the same-mainline demo slot; archived demos move to bitstream_archive/.
Cuper Jacobi candidates use names like cuper-tapa-jacobi-u55c-YYYYMMDD-demo.xclbin and must not be confused with Jacobi-preconditioned PCG. There is no Jacobi standard xclbin yet.
Do not replace standard bitstreams without archiving the old standard and updating 395bitstream/README.md.
Before starting any TARGET=hw bitstream build, run the matching software-level validation first (sw_emu, TAPA software simulation, or a documented host/local smoke fallback). After launching a tmux hardware build, watch until the safe checkpoint in docs/codex/workflows/builds.md: XO generated and patched, then Vitis link has entered VPL/synthesis/implementation for full xclbin builds; for XO-only tasks, watch until the XO target is up-to-date.

Current Goal

Current measured boundary: the one-shot CuperPcgSpmv(...) single-SpMV demo now returns through full thermal2 and is close to full/native Cuper(...) on shared successful points. Treat it as the single-SpMV regression baseline and boundary check, not the primary optimization target.
DLC/Cuper-jacobi-iteration is the fifth Cuper mainline (cuper-tapa-jacobi), not Jacobi-preconditioned PCG. Its top is CuperJacobiIteration(...): host splits A=D+R, the vector loader feeds -x_old, the Cuper service produces -R*x_old, and the update stage writes x_next=(b+(-R*x_old))*diag_inv back into the single X buffer. It is wired into the root Makefile through cuper-jacobi-* targets and currently reports [jacobi-stage-cycles] / [jacobi-stage-ms] timing debug from Metrics[4..7]. Current records are software/TAPA simulation plus one mmap-only micro-probe xclbin artifact: 395bitstream/cuper-tapa-jacobi-u55c-20260613-demo.xclbin (UUID 380f9de1-e5c1-66ab-b888-db99d2ef3523, SHA256 7f0ff7e5b7999d77174105ea5cf0d44629a0b9a43521c8efdc29a70ace5d77f1). That artifact is CuperJacobiMmapProbeOnly(...), not the full Jacobi graph. It is timing-clean (routed WNS 0.003 ns, TNS 0) and maps Status/Metrics/Debug to HBM[24]/HBM[25]/HBM[26]. The previous full-graph entry mmap probe xclbin timed out at Finish() on thermal2_n16 / thermal2_n1024, with Status[8..11], Metrics[8..11], and Debug[48..51] all zero. There is still no Jacobi standard xclbin. The next debug boundary is board testing the current mmap-only demo with the native XRT runner cuper_jacobi_mmap_probe_xrt.
The active optimization target has moved to full CuperPcg(...) PCG control and vector update paths. Prioritize detail/pcg_controller.hpp, dot_p_ap, update_xr, update_p, P_spmv / AP_spmv consumption, controller HBM access patterns, stage timers, and service drain/stop overhead. The 2026-05-29 data shows raw SpMV/AP receive is no longer the dominant 1iter cost.
Keep CuperPcgSpmv(...) as a Cuper-compatible one-shot graph. Do not reintroduce Pcg_Single* command/stop/writer-done control shells into the single-SpMV demo.
To claim a full-PCG performance improvement, modify the full CuperPcg(...) path and run full-PCG software or hardware validation. A single-SpMV demo result alone is only a SpMV regression/boundary result.
For ongoing notes, keep single-SpMV baseline records in:

docs/bitstream_summaries/2026-05-28-cuper-tapa-spmv-single-optimization/

Keep full-PCG controller/update optimization records in:

docs/bitstream_summaries/2026-05-27-cuper-tapa-pcg-spmv-near-native-cuper/

Keep Cuper Jacobi iteration records in:

docs/bitstream_summaries/2026-06-10-cuper-tapa-jacobi-iteration/
DLC/Cuper-jacobi-iteration/docs/testing.md

Common Commands

Host smoke:

make cuper-tapa-pcg-fpga-host
make run-cuper-pcg-tapa-fpga DATASET=data/generated/cgsolver/n512 MAX_ITERS=1 DIFF_TOL=1e-3

Cuper Jacobi smoke:

make cuper-jacobi-build-host
MAX_ITERS=1 make cuper-jacobi-run-sw MATRIX=DLC/Cuper-jacobi-iteration/data/matrices/cant.mtx
MAX_ITERS=1 make cuper-jacobi-run-sw MATRIX=data/suitesparse/Schmid/csr/thermal2_n65536
make cuper-jacobi-regression-sw MODE=quick

Hardware builds should run in tmux and keep the shell open after completion. Use existing Makefile tmux targets when available.

Before finalizing code/docs:

git diff --check
git status --short

name	project-xplus
description	Use when working in the Project-XPlus / Project-X / Project-XS codebase, especially Cuper, TAPA, U55C, Vitis/Vivado, bitstream generation, tmux hardware builds, 395bitstream synchronization, demo bitstream testing, docs/bitstream_summaries version records, source.diff, testing.md, or code_reading_guide.md.
metadata	{"short-description":"Project-XPlus Cuper/TAPA/U55C workflow"}

Project-XPlus

This skill is only an entry point. The repository documents are the source of truth.

First Steps

Find the repo root. Prefer the current working directory if it contains Project-XPlus; otherwise check:

/home/pyx/ProjectFS/Project-X/Project-XPlus
/home/pyx/project-x/Project-XPlus

For narrow read-only questions, load only the relevant repository docs/sections. Before changing build scripts, kernels, bitstreams, reports, or version docs, read these files:

Project-XPlus/docs/codex/coding.md
Project-XPlus/docs/codex/testing.md
Project-XPlus/395bitstream/README.md

If the task touches implementation naming, also read:

Project-XPlus/docs/design/implementation_versions_zh.md

Run:

git status --short
tmux ls 2>/dev/null || true

If a hardware build is already in vpl, impl, or routing, say that source edits affect only the next build.

Workflow Rules

Follow docs/codex/coding.md as the entry point. It links to detailed workflow docs under docs/codex/workflows/.
Follow docs/codex/testing.md for demo testing and required datasets. New demo testing is demo-only by default; do not rerun the standard bitstreams unless the user explicitly asks, standard bitstream/host changed, or old records are insufficient to interpret a mismatch.
When updating the HTML report for a TAPA full-PCG demo, keep current diagnostic sections such as TAPA PCG 分段时间 and Init 与 1iter 差值 on the latest demo-only measurements. Put standard/previous-demo/current-demo comparisons in a separate comparison block. In that comparison block, use standalone TAPA Cuper SpMV as the SpMV standard baseline; use TAPA full-PCG standard only for the 1iter comparison. If a demo changes stage semantics, label raw counters by their real meaning, e.g. iter recv, and compare derived metrics such as AP path = iter recv + dot_p_ap only when the formula is written in the HTML. See docs/codex/workflows/reports.md before editing HTML views.
For a single-SpMV demo, record new data only in the SpMV/demo-only sections. Leave PCG diagnostic and 1iter data unchanged, but label those sections as not run in this round (本轮未跑 PCG，无 init/1iter 过程).
For bitstream/build/TAPA/report/version-record work, read the matching docs/codex/workflows/*.md file before editing.
Keep version records in docs/bitstream_summaries/<version>/.
For code-changing demo candidates, maintain README.md, changes.md, testing.md, and, when useful, code_reading_guide.md. Update official source.diff only after demo-only board testing confirms a performance improvement, or when the user explicitly asks to preserve a functional-boundary fix; do not overwrite the last effective source.diff for failed or slower demos.
Store synchronized candidate bitstreams in 395bitstream/ with a -demo suffix until the user explicitly approves promotion or asks to archive them. Project-XPlus now has five Cuper mainlines. 395bitstream/ may keep up to three demo slots: one cuper-tapa-spmv single-SpMV candidate, one cuper-tapa-pcg full-PCG candidate, and one cuper-tapa-jacobi Jacobi-iteration candidate. New demos overwrite only the same-mainline demo slot; archived demos move to bitstream_archive/.
Cuper Jacobi candidates use names like cuper-tapa-jacobi-u55c-YYYYMMDD-demo.xclbin and must not be confused with Jacobi-preconditioned PCG. There is no Jacobi standard xclbin yet.
Do not replace standard bitstreams without archiving the old standard and updating 395bitstream/README.md.
Before starting any TARGET=hw bitstream build, run the matching software-level validation first (sw_emu, TAPA software simulation, or a documented host/local smoke fallback). After launching a tmux hardware build, watch until the safe checkpoint in docs/codex/workflows/builds.md: XO generated and patched, then Vitis link has entered VPL/synthesis/implementation for full xclbin builds; for XO-only tasks, watch until the XO target is up-to-date.

Current Goal

Current measured boundary: the one-shot CuperPcgSpmv(...) single-SpMV demo now returns through full thermal2 and is close to full/native Cuper(...) on shared successful points. Treat it as the single-SpMV regression baseline and boundary check, not the primary optimization target.
DLC/Cuper-jacobi-iteration is the fifth Cuper mainline (cuper-tapa-jacobi), not Jacobi-preconditioned PCG. Its top is CuperJacobiIteration(...): host splits A=D+R, the vector loader feeds -x_old, the Cuper service produces -R*x_old, and the update stage writes x_next=(b+(-R*x_old))*diag_inv back into the single X buffer. It is wired into the root Makefile through cuper-jacobi-* targets and currently reports [jacobi-stage-cycles] / [jacobi-stage-ms] timing debug from Metrics[4..7]. Current records are software/TAPA simulation plus one mmap-only micro-probe xclbin artifact: 395bitstream/cuper-tapa-jacobi-u55c-20260613-demo.xclbin (UUID 380f9de1-e5c1-66ab-b888-db99d2ef3523, SHA256 7f0ff7e5b7999d77174105ea5cf0d44629a0b9a43521c8efdc29a70ace5d77f1). That artifact is CuperJacobiMmapProbeOnly(...), not the full Jacobi graph. It is timing-clean (routed WNS 0.003 ns, TNS 0) and maps Status/Metrics/Debug to HBM[24]/HBM[25]/HBM[26]. The previous full-graph entry mmap probe xclbin timed out at Finish() on thermal2_n16 / thermal2_n1024, with Status[8..11], Metrics[8..11], and Debug[48..51] all zero. There is still no Jacobi standard xclbin. The next debug boundary is board testing the current mmap-only demo with the native XRT runner cuper_jacobi_mmap_probe_xrt.
The active optimization target has moved to full CuperPcg(...) PCG control and vector update paths. Prioritize detail/pcg_controller.hpp, dot_p_ap, update_xr, update_p, P_spmv / AP_spmv consumption, controller HBM access patterns, stage timers, and service drain/stop overhead. The 2026-05-29 data shows raw SpMV/AP receive is no longer the dominant 1iter cost.
Keep CuperPcgSpmv(...) as a Cuper-compatible one-shot graph. Do not reintroduce Pcg_Single* command/stop/writer-done control shells into the single-SpMV demo.
To claim a full-PCG performance improvement, modify the full CuperPcg(...) path and run full-PCG software or hardware validation. A single-SpMV demo result alone is only a SpMV regression/boundary result.
For ongoing notes, keep single-SpMV baseline records in:

docs/bitstream_summaries/2026-05-28-cuper-tapa-spmv-single-optimization/

Keep full-PCG controller/update optimization records in:

docs/bitstream_summaries/2026-05-27-cuper-tapa-pcg-spmv-near-native-cuper/

Keep Cuper Jacobi iteration records in:

docs/bitstream_summaries/2026-06-10-cuper-tapa-jacobi-iteration/
DLC/Cuper-jacobi-iteration/docs/testing.md

Common Commands

Host smoke:

make cuper-tapa-pcg-fpga-host
make run-cuper-pcg-tapa-fpga DATASET=data/generated/cgsolver/n512 MAX_ITERS=1 DIFF_TOL=1e-3

Cuper Jacobi smoke:

make cuper-jacobi-build-host
MAX_ITERS=1 make cuper-jacobi-run-sw MATRIX=DLC/Cuper-jacobi-iteration/data/matrices/cant.mtx
MAX_ITERS=1 make cuper-jacobi-run-sw MATRIX=data/suitesparse/Schmid/csr/thermal2_n65536
make cuper-jacobi-regression-sw MODE=quick

Hardware builds should run in tmux and keep the shell open after completion. Use existing Makefile tmux targets when available.

Before finalizing code/docs:

git diff --check
git status --short

project-xplus

Project-XPlus

First Steps

Workflow Rules

Current Goal

Common Commands

Project-XPlus

First Steps

Workflow Rules

Current Goal

Common Commands