Harden ggml/LLM integration paths and remove simulation-backed LLM fallbacks by Copilot · Pull Request #6089 · makr-code/ThemisDB

Copilot · 2026-08-31T10:42:17Z

This PR advances the next storage/LLM block by wiring the ggml TT type registration into the embedded LLM startup path and tightening LLM runtime behavior where production flows still degraded into heuristics or simulation-backed execution. It also updates the source-of-truth module status docs to match the new runtime state.

Storage / ggml bootstrap
- Register GGML_TYPE_TT once during EmbeddedLLM startup under THEMIS_ENABLE_GGML_BRIDGE
- Use std::call_once so TT registration is process-wide and deterministic
- Narrow the remaining storage gap to allocator/prefetch hook wiring instead of leaving type registration implicit
Speculative decode fallback cleanup
- In inference_engine_enhanced.cpp, stop converting remote speculative draft text into byte-modulo token IDs when no tokenizer bridge is available
- Retry the local draft model instead of silently degrading into heuristic tokenization
- Broaden tokenizer bridge reuse so local draft execution can auto-use llama.cpp-backed tokenization from draft or target plugins
Distributed training hardening
- In distributed_training_coordinator.cpp, remove fabricated gradient/health behavior when no ShardRouter transport exists
- Fail closed for gradient collection/broadcast without transport
- Mark shards unavailable instead of reporting simulated healthy progress
Production validator hardening
- In production_validator.cpp, require a real inference engine for stress runs
- Remove synthetic local stress-response generation from the production validation path
- Keep the “no engine attached” state explicit instead of blending disabled validation with successful execution
Focused test coverage
- Extend speculative bridge coverage for tokenizer-bridge-driven local draft execution
- Add validator coverage for the fail-closed stress-test contract when no inference engine is attached
- Mirror the validator change in legacy coverage
Docs / source-validated status
- Update src/llm/ROADMAP.md to reflect the closed speculative and fail-closed validator/training slices
- Update src/storage/ROADMAP.md and src/MODULE_GAP_ANALYSIS_WAVE2.md so storage/LLM gap tracking matches the current source state

Example of the new fail-closed contract in the validator path:

if (!inference_engine_) {
    result.passed = false;
    result.error_message =
        "Stress test requires an attached inference engine; synthetic local fallback is disabled.";
    return result;
}

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

Copilot

🟡 Changes recommended

There are correctness/safety issues in the new/modified hardening code paths (notably ggml buffer copying assumptions and overly strict Postgres bound-parameter control-character rejection) that should be addressed before merge.

Once you've addressed the issues Copilot identified, you can request another Copilot review.

Pull request overview

This PR hardens several production execution paths by removing simulation/heuristic fallbacks across LLM speculative decoding, distributed training coordination, validator stress testing, shard RPC routing, and storage restore/ggml bridging, with accompanying test and roadmap/status updates to reflect the new fail-closed behavior.

Changes:

Harden storage + ggml integration by registering GGML_TYPE_TT once during EmbeddedLLM startup and mapping TT tensors into real ggml allocations when a ggml_context* is provided.
Remove simulation/heuristic fallbacks: speculative remote draft text no longer degrades into byte-modulo token IDs; distributed training and validator stress test paths now fail-closed when required transports/engines are absent.
Expand/adjust tests and update module and root roadmap/status documents to match the newly enforced runtime contracts.

File summaries

File	Description
tests/test_tensor_phase3.cpp	Updates TARGRetrieval entropy test expectations to match exact entropy path.
tests/tensor/test_tensor_phase3.cpp	Same entropy expectation updates for tensor test suite variant.
tests/test_speculative_draft_fn_bridge.cpp	Adds SPEC-TL-05 coverage for tokenizer bridge overriding heuristic in local draft path.
tests/legacy/speculative/test_speculative_draft_fn_bridge.cpp	Mirrors SPEC-TL-05 coverage in legacy suite.
tests/test_shard_rpc_grpc.cpp	Switches unit tests to explicit `inproc://` endpoints for in-process routing.
tests/legacy/shard/test_shard_rpc_grpc.cpp	Mirrors explicit `inproc://` endpoints for legacy shard RPC tests.
tests/test_production_validator.cpp	Adds fail-closed coverage when stress test runs without an inference engine.
tests/legacy/production/test_production_validator.cpp	Mirrors validator fail-closed stress test coverage in legacy suite.
tests/test_new_aql_functions.cpp	Extends AQL function tests for new ethics/process-mining behaviors.
tests/test_distributed_txn_api_handler.cpp	Asserts explicit error status when shard endpoints are missing (fail-closed read-only path).
src/utils/input_validator.cpp	Introduces `validateJsonSchema()` and routes critical paths to schema validation (fail-closed).
include/utils/input_validator.h	Adds `validateJsonSchema()` declaration and keeps `validateJsonStub()` alias for compatibility.
src/server/http_server.cpp	Migrates selected routes from `validateJsonStub()` to `validateJsonSchema()`.
src/server/postgres_session.cpp	Tightens prepared-statement literal binding with typed parsing and placeholder-safe replacement.
src/storage/ggml_tensor_bridge.cpp	Uses `ggml_context*` in map path and copies decompressed TT data into ggml tensor when available.
src/storage/backup_manager.cpp	Makes decompress/decrypt restore paths fail-closed when required dependencies are absent.
src/storage/ROADMAP.md	Updates storage roadmap status to reflect fail-closed restore and ggml TT wiring progress.
src/sharding/shard_rpc_client.cpp	Makes in-process routing explicit (`inproc://` / `loopback://`) rather than implicit loopback detection.
src/sharding/distributed_transaction.cpp	Validates shard endpoints and fails closed when endpoints are missing/placeholder.
src/sharding/cloud_sdk_integration.cpp	Hardens cloud callback initialization by validating fixed provider arguments and required config.
src/sharding/cloud_backup.cpp	Attempts SDK callback bootstrap when callbacks are missing and fails closed if still unavailable.
src/sharding/ROADMAP.md	Updates sharding roadmap to reflect callback bootstrap + endpoint validation hardening.
src/server/ROADMAP.md	Notes remaining server runtime gaps and marks request-validation schema hardening delivered.
src/rag/targ_retrieval.cpp	Switches default entropy computation to full-vocabulary softmax entropy (exact).
include/rag/targ_retrieval.h	Updates API docs to match built-in full-vocabulary entropy behavior.
src/rag/ROADMAP.md	Updates RAG roadmap status to reflect exact entropy behavior.
src/llm/inference_engine_enhanced.cpp	Adds tokenizer-bridge reuse (llama-backed) and removes remote byte-modulo fallback by retrying local draft.
src/llm/llama_wrapper.cpp	Adds `tokenizeForBridge()` to expose llama.cpp tokenizer for bridge usage.
include/llm/llama_wrapper.h	Declares and documents `tokenizeForBridge()` bridge API.
src/llm/embedded_llm.cpp	Registers ggml TT type once during embedded LLM startup under `THEMIS_ENABLE_GGML_BRIDGE`.
src/llm/distributed_training_coordinator.cpp	Removes simulated gradients/health behavior; marks shards unavailable and fails closed without transport.
src/llm/production_validator.cpp	Requires attached inference engine for stress tests; removes synthetic fallback responses.
src/llm/ROADMAP.md	Updates LLM roadmap to reflect closed simulation-backed paths and remaining residual fallback debt.
src/llm/QUICK_STATUS_BOARD.txt	Marks quick board as historical snapshot superseded by roadmap.
src/query/functions/process_mining_functions.cpp	Replaces process-mining stub behaviors with context/scanner-backed implementations.
src/query/functions/ethics_functions.cpp	Replaces ethics stub behaviors with collection/graph/vector-backed execution over `FunctionContext`.
src/query/ROADMAP.md	Updates query roadmap to reflect delivered ethics + process-mining closures.
src/MODULE_GAP_ANALYSIS_WAVE2.md	Updates wave gap analysis to reflect revalidation and corrected prioritization.
ROADMAP.md	Updates root roadmap “Last Updated” date and refreshes module status classification text.

Review details

Files reviewed: 39/39 changed files
Comments generated: 3
Review effort level: Lite

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Copilot · 2026-08-31T13:15:54Z

                            "(Subsequent occurrences for this schema are suppressed.)",
                            schema_name, schema_dir_, schema_name);
            }
+
        }


Fixed in the latest commit: the warning message now reads InputValidator::validateJsonSchema instead of validateJsonStub.

Updated in c97b478: the missing-schema warning now correctly references InputValidator::validateJsonSchema.

Copilot · 2026-08-31T13:16:01Z

+#ifdef THEMIS_HAS_GGML
+        if (handle.impl_->real_ggml_tensor && handle.impl_->real_ggml_tensor->data &&
+            !handle.impl_->fake_tensor.data.empty()) {
+            std::memcpy(handle.impl_->real_ggml_tensor->data,
+                        handle.impl_->fake_tensor.data.data(),
+                        handle.impl_->fake_tensor.data.size() * sizeof(float));
+        }
+#endif


Fixed in the latest commit. Before memcpy, the code now validates that:

The tensor type is GGML_TYPE_F32

The allocated capacity (ne[0] * sizeof(float)) is at least as large as the data to copy

If either check fails, the memcpy is skipped, an error is logged, and the handle is returned invalid.

Updated in c97b478: added type/capacity guards before ggml memcpy so incompatible allocator outputs are rejected instead of copied.

Copilot · 2026-08-31T13:16:08Z

+    bool containsControlCharacters(const std::string& input) {
+        return std::any_of(input.begin(), input.end(), [](unsigned char c) {
+            return c == '\0' || std::iscntrl(c);
+        });
+    }


Fixed in the latest commit. containsControlCharacters now exempts \t, \n, and \r from the control-character check, so valid bound text parameters containing tabs/newlines/carriage-returns are accepted.

Updated in c97b478: control-character validation now allows tab/newline/carriage-return for bound text parameters while still rejecting unsafe control bytes.

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

github-actions · 2026-08-31T13:09:15Z

Target: pr

Doxygen Governance Gate

Verdict: FAIL
Base branch: develop
Changed C/C++ files: 49
Scoped modules: llama_cpp, llm, query, rag, server, sharding, storage, utils
Release lane: no
Phase 6 modules in scope: none
Coverage enforced: no
Coverage threshold: 95.0%
Coverage result: skipped
Coverage waiver active: no
Approved waivers: none
Structural findings: 90
Advisory findings: 0
Doxygen warnings: 12
XML generated: yes

Changed source files

benchmarks/llm/bench_llm_judge_integration.cpp
include/llama_cpp/llama_cpp_plugin.h
include/llm/gpu_memory_manager.h
include/llm/inference_engine_enhanced.h
include/llm/llama_wrapper.h
include/rag/llm_judge_integration.h
include/rag/response_parser.h
include/rag/targ_retrieval.h
include/storage/ggml_tensor_bridge.h
include/utils/input_validator.h
src/llama_cpp/llama_cpp_plugin.cpp
src/llm/distributed_training_coordinator.cpp
src/llm/embedded_llm.cpp
src/llm/gpu_memory_manager.cpp
src/llm/inference_engine_enhanced.cpp
src/llm/llama_wrapper.cpp
src/llm/production_validator.cpp
src/query/functions/ethics_functions.cpp
src/query/functions/process_mining_functions.cpp
src/rag/llm_judge_integration.cpp
... 29 more

Blocking structural findings

include/llm/gpu_memory_manager.h:41 — Class 'GPUMemoryManager' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:97 — Public declaration 'allocateGPU' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:41 — Class 'GPUMemoryManager' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:101 — Public declaration 'allocateGPU' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:41 — Class 'GPUMemoryManager' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:104 — Public declaration 'freeGPU' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:41 — Class 'GPUMemoryManager' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:105 — Public declaration 'freeCPU' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:41 — Class 'GPUMemoryManager' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:108 — Public declaration 'freeModel' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:41 — Class 'GPUMemoryManager' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:111 — Public declaration 'freeModel' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:41 — Class 'GPUMemoryManager' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:128 — Public declaration 'canAllocate' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:41 — Class 'GPUMemoryManager' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:132 — Public declaration 'defragment' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:41 — Class 'GPUMemoryManager' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:184 — Public declaration 'markGPUUnhealthy' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:41 — Class 'GPUMemoryManager' is missing a Doxygen comment
include/llm/gpu_memory_manager.h:185 — Public declaration 'markGPUHealthy' is missing a Doxygen comment
... 70 more

Doxygen warnings

/home/runner/work/ThemisDB/ThemisDB/include/llama_cpp/llama_cpp_plugin.h:72: warning: @copybrief or @copydoc target 'llm::ILLMPlugin::unloadLoRA' not found
/home/runner/work/ThemisDB/ThemisDB/include/llama_cpp/llama_cpp_plugin.h:69: warning: @copybrief or @copydoc target 'llm::ILLMPlugin::loadLoRA' not found
/home/runner/work/ThemisDB/ThemisDB/include/llama_cpp/llama_cpp_plugin.h:74: warning: @copybrief or @copydoc target 'llm::ILLMPlugin::listLoRAs' not found
/home/runner/work/ThemisDB/ThemisDB/include/llama_cpp/llama_cpp_plugin.h:69: warning: @copybrief or @copydoc target 'llm::ILLMPlugin::loadLoRA' not found
/home/runner/work/ThemisDB/ThemisDB/include/llama_cpp/llama_cpp_plugin.h:72: warning: @copybrief or @copydoc target 'llm::ILLMPlugin::unloadLoRA' not found
/home/runner/work/ThemisDB/ThemisDB/include/llama_cpp/llama_cpp_plugin.h:74: warning: @copybrief or @copydoc target 'llm::ILLMPlugin::listLoRAs' not found
/home/runner/work/ThemisDB/ThemisDB/include/llama_cpp/llama_cpp_plugin.h:69: warning: @copybrief or @copydoc target 'llm::ILLMPlugin::loadLoRA' not found
/home/runner/work/ThemisDB/ThemisDB/include/llama_cpp/llama_cpp_plugin.h:70: warning: @copydetails or @copydoc target 'llm::ILLMPlugin::loadLoRA' not found
/home/runner/work/ThemisDB/ThemisDB/include/llama_cpp/llama_cpp_plugin.h:72: warning: @copybrief or @copydoc target 'llm::ILLMPlugin::unloadLoRA' not found
/home/runner/work/ThemisDB/ThemisDB/include/llama_cpp/llama_cpp_plugin.h:73: warning: @copydetails or @copydoc target 'llm::ILLMPlugin::unloadLoRA' not found
/home/runner/work/ThemisDB/ThemisDB/include/llama_cpp/llama_cpp_plugin.h:74: warning: @copybrief or @copydoc target 'llm::ILLMPlugin::listLoRAs' not found
/home/runner/work/ThemisDB/ThemisDB/include/llama_cpp/llama_cpp_plugin.h:75: warning: @copydetails or @copydoc target 'llm::ILLMPlugin::listLoRAs' not found

source_workflow: Gate: PR Doxygen Governance
source_run: 33395862865
source_sha: a7e225d

github-actions · 2026-08-31T13:09:44Z

✅ Wave C Policy Gate: Edition & License Validation

Result: ✅ Edition & License Validation PASSED
Workflow run: #33395863265
Triggered by: @Copilot

Checks

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ℹ️ Target branch: develop

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github-actions · 2026-08-31T13:10:41Z

✅ Wave C Policy Gate: Community Fail-Closed Validation

Result: ✅ Community Fail-Closed Validation PASSED
Workflow run: #33395863265
Triggered by: @Copilot

Checks

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Triggered by: @Copilot

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github-actions · 2026-08-31T13:10:46Z

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Workflow run: #33395863265
Triggered by: @Copilot

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Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

Copilot AI and others added 10 commits August 31, 2026 06:00

Refresh core gap prioritization docs

9cf3808

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

Implement query gap runtime behavior

9389ad3

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

Implement query runtime gap batch and sync docs

cc29b96

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

Revalidate src module gap docs

680d40f

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

progress: implement sharding server storage hardening

6bd3155

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

progress: validate hardening batch

9f7f600

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

progress: ggml and llm-rag runtime wiring

c9afeab

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

Wire ggml bridge and harden llm rag runtime paths

c16b4f4

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

Wire next storage and llm slices

c80478a

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

Implement llm fail-closed hardening

cc3a238

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

Copilot AI assigned Copilot and makr-code Aug 31, 2026

Copilot AI lite review requested due to automatic review settings August 31, 2026 10:42

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Implement ggml context and llm fallback hardening

7eaa904

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

Copilot finished work on behalf of makr-code August 31, 2026 10:55

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Copilot started work on behalf of makr-code August 31, 2026 10:56 View session

Harden rag judge fail-closed behavior

8021bdf

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

makr-code approved these changes Aug 31, 2026

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Copilot AI and others added 2 commits August 31, 2026 11:31

feat: harden gpu disabled-state reporting

432249a

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

test: align gpu manager disabled-state coverage

c9f4ccc

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

Copilot finished work on behalf of makr-code August 31, 2026 11:40

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makr-code approved these changes Aug 31, 2026

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makr-code marked this pull request as ready for review August 31, 2026 13:07

github-actions Bot added this to the Backlog milestone Aug 31, 2026

Copilot started work on behalf of makr-code August 31, 2026 13:11 View session

Copilot started work on behalf of makr-code August 31, 2026 13:12 View session

Fix review comments: warning name, memcpy guards, control char allowlist

c97b478

Co-authored-by: makr-code <150588092+makr-code@users.noreply.github.com>

Copilot finished work on behalf of makr-code August 31, 2026 13:21

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github-actions Bot modified the milestones: Backlog, Q4 2026 Aug 31, 2026

Copilot finished work on behalf of makr-code August 31, 2026 13:27

makr-code merged commit 949b88e into develop Aug 31, 2026
48 of 52 checks passed

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Harden ggml/LLM integration paths and remove simulation-backed LLM fallbacks - #6089

Harden ggml/LLM integration paths and remove simulation-backed LLM fallbacks#6089
makr-code merged 18 commits into
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