Pva Opgen

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Generate a PVA operator

Implement the approved Spec contract. Do not redefine it.

Resolve paths

SKILL_ROOT is the absolute directory containing this skill's SKILL.md, after resolving symlinks. Bundled files are relative to that directory. Resolve supplied relative paths against the invocation directory before changing directories. Set OPGEN_INPUTS to the absolute handoff path and WORK_DIR to the caller's report work directory. For a handoff at <work-directory>/configure/opgen-inputs.json, default WORK_DIR to that <work-directory>; otherwise require an explicit report work directory. Use only the validated handoff's workspace as the project root.

Inputs

Before changing source, require installed pva-build-test and, when PVA_OPERATOR_MAX_DEBUG_ATTEMPTS is greater than zero, pva-debug. Resolve them by name through the agent's skill discovery; their directories need not be adjacent. Return BLOCKED if a required skill is unavailable.

Run these skills using the agent's available skill mechanism. If no callable skill tool exists, load the named skill's SKILL.md and execute its complete workflow as the Build-Test or Debug phase. Save that phase's reports, then resume OpGen with its verdict. Reading instructions alone does not execute a phase.

Require:

• Spec's opgen-inputs.json.

• The recorded operator specification, test matrix, and evidence manifest.

• A Doctor report that is ready for opgen, or accepted limitations.

• Direct-Tegra inputs that Build-Test needs.

• A writable report directory.

Run this command before you inspect or change the workspace:

python3 "$SKILL_ROOT/scripts/finalize_opgen_inputs.py" \
  --check "$OPGEN_INPUTS"

Return BLOCKED if the command reports an invalid structure, unknown requirement link, unsafe path, missing evidence, changed input, stale hash or size, or mismatched count. Do not repair Spec-owned files or handoff metadata.

Use the project workspace recorded in the validated handoff.

Verify the recorded hashes before reading project evidence files. Use API, CPU-reference, test, workload, KPI, benchmark, and build files only as contracts. Do not copy CPU-reference or test code into the implementation.

Read the technical basis

Use the Doctor report recorded in the validated handoff. Require its public-reference-corpus check to be PASS. Set SDK_REFERENCES to that report's absolute sdk_reference_root. Require a readable index.md and reference-lock.json, a lock SHA-256 matching the report's sdk_reference_lock_sha256, and the reported SDK version matching this task. If these fields are absent or no longer match, return BLOCKED for a fresh Doctor report and regenerated Spec handoff. Do not edit a finalized report or fall back to an installed package or CWD path. Read the pva-opgen route in $SDK_REFERENCES/index.md. Before reading Markdown, check its SHA-256 against the lock outputs entry; return BLOCKED on a mismatch. Resolve links relative to each generated file.

Use rg to select only the programming, data-movement, build, tutorial, and API Markdown that applies. Read the relevant Orin GEN2 or Thor GEN3 guide chapters for the core, VMEM, address generation, vector operations, and programming examples.

Before use of an intrinsic or mnemonic, find its exact type and operation in the generated guide pages. Record the SDK documentation root, local Markdown path, packaged source path, source SHA-256, guide revision, generation, and section or PDF page.

Use supplied or public implementations within the user's authorized scope and their license terms.

Inspect the project

Record:

• Public API and ownership conventions.

• Host and device target patterns.

• Registration, sample, test, and documentation patterns.

• Installed SDK version and PVA generation.

• Files that OpGen will add or change.

Do not require Git metadata or a fixed repository layout.

Design the implementation

Use the behavior and test contracts from Spec.

1. Select an algorithm that gives the specified result.

2. Separate parallel work from reductions and dependencies.

3. Select the PVA dataflow and transfer plan.

4. Select a tile and VMEM layout that fit the target generation.

5. Define vector-tail, alignment, border, and scratch handling.

6. Estimate compute and transfer work when the required facts exist.

7. Record unavailable facts as limitations. Do not invent a Speed-of-Light value.

Use RasterDataFlow for suitable raster tiles. Use another documented dataflow only when the access pattern needs it.

Create the deliverables

Create or update all items that the Spec contract requires:

Do not reuse a VMEM buffer before its transfer or compute use is complete. Do not replace a documented vector operation with scalar work in the main data path. Record each necessary scalar region and its reason.

Do not derive an expected result from PVA output.

Verify with Build-Test

Run pva-build-test using the child-skill mechanism defined above.

Pass:

• Caller identity OpGen, WORK_DIR, and the Debug calls used and maximum.

• The validated Doctor report and Spec handoff.

• The active project root.

• The complete correctness matrix and EMU policy.

• SKIPPED_OPTIONAL evidence when optional EMU support is unavailable.

• L4T build, install, target, and direct-SSH inputs.

• build-test-opgen as the report label.

• An absolute result directory under $WORK_DIR for each Build-Test call.

Use correctness-only when the matrix has no performance case. Use correctness-and-performance when it has one or more performance cases. Pass performance targets, clock inputs, filters, and sample policy only in the second scope.

Build-Test owns all build, EMU, hardware, profiling, evidence, and verdict rules. Follow its instructions without skipping or weakening checks.

After every Build-Test call, resume OpGen and inspect its returned verdict and report. A child skill's final response does not complete OpGen. Follow the repair rules below, then write the final OpGen report before ending the run.

Repair a failed implementation

Start with zero Debug calls used and read the maximum from PVA_OPERATOR_MAX_DEBUG_ATTEMPTS. Check the budget before every Debug call; 0 means no automatic repair. The next attempt number is calls used plus one. Count each execution of the Debug workflow as one Debug call, regardless of the invocation mechanism, including one that returns without a repair.

If Build-Test returns FAILED and an attempt remains, run pva-debug using the same child-skill mechanism with the complete failure report, failing source identity, command, logs, case, expected result, tolerance, next attempt number, and maximum attempts. Pass the same WORK_DIR for Debug reports.

After Debug returns, resume OpGen. For each REPAIRED result, invoke Build-Test again on the changed source using a new result directory and the complete original matrix. Choose the next action from the returned result:

Record one attempt entry per Debug invocation, with its result and source identity. Do not reset or discount calls used when a failure remains unchanged.

Do not invoke Debug for an external BLOCKED result. Do not invoke Doctor or Spec.

Output Format

Write $WORK_DIR/reports/opgen-report.md with the result template. Write it for every terminal outcome, including zero or exhausted debug budget, before returning the final response. Report zero calls explicitly when Debug was not invoked. If the report directory is unavailable, identify the exact path and write error in the final response.

Return one verdict:

• PASSED: All deliverables exist, and Build-Test passed the current source.

• FAILED: An executed implementation or verification stage produced a negative result that the bounded repair loop did not repair.

• BLOCKED: A required input, dependency, permission, corpus, or target is unavailable.

Report the changed files, API, supported matrix, vectorization, dataflow, VMEM plan, build targets, deployment method, Build-Test result, Debug attempts, evidence paths, hashes, and limitations.

Do not claim hardware verification from EMU execution. Stop after the OpGen result.