feat(lucebox): hub CLI — install, serve, config, models by easel · Pull Request #335 · Luce-Org/lucebox

easel · 2026-06-03T21:29:59Z

Summary

Single-commit follow-up to docker-stack (#334): ship the host wrapper and in-container Python CLI so prebuilt images can actually be installed, configured, and served without hand-rolling docker run / DFLASH_* env.

This is the core launch surface only. Autotune sweep/profiles, profile/smoke, and agent-client harness adapters are deferred to stacked follow-ups.

Host

install.sh — curl bootstrap into ~/.local/bin/lucebox (channel-aware via LUCEBOX_INSTALLED_FROM)
lucebox.sh — host probe (GPU/driver/docker/WSL), systemd unit, serve / pull / update / check / logs

In-container (`lucebox/` package)

check, pull, print-run, print-serve-argv
config {get,set,unset} → ~/.lucebox/config.toml
models {list,download} + VRAM-tier recommend_preset
VRAM-tier DFLASH_* heuristic (runtime_from_host); seeds config on first models download --activate so 24 GB hosts get 98k / tq3_0 / budget 16 instead of the 16k class default
Prefix cache stays off by default (agent tool-prompt regression on bragi)

Image / workspace

Dockerfile + Dockerfile.rocm: COPY lucebox into builder + runtime (uv workspace member)
Root pyproject.toml / uv.lock wire-up
Small entrypoint.sh fixes (HOST_INFO missing-dir guard, pure-bash trim)

Tests / CI

lucebox/tests/ (89 unit tests)
Wrapper sandbox scripts (scripts/test_lucebox_sh.sh, check_lucebox_wrapper_sandbox.sh)
CI pytest for lucebox/; lefthook.yml

Diff

33 files, +6474 / −17
1 commit on current main (62880e20)

Test plan

cd lucebox && uv run pytest — 89 passed
docker buildx bake cuda12-local --load includes /opt/lucebox-hub/lucebox and python -m lucebox --help works
./install.sh → lucebox check → lucebox install → lucebox start on a 24 GB host serves n_ctx=98304
lucebox config get / models list via docker exec against a running container

Deferred (not in this PR)

Autotune sweep / profiles / lucebox autotune
profile / smoke commands
Agent-client harness adapters + bench

## What Containerization stack for lucebox-hub. Dockerfile + docker-bake.hcl build the lucebox-hub image (build-env and runtime stages); scripts/build_image.sh drives local builds; server/scripts/entrypoint.sh emits IMAGE_INFO / HOST_INFO sidecars consumed by /props. GitHub Actions add .github/workflows/docker.yml (build & publish), update ci.yml, and add release-luce-bench.yml for tagging. Workspace-root files (pyproject.toml, uv.lock, Makefile, lefthook.yml, .gitignore, README) live here because the Dockerfile uv-syncs the workspace at build time. ## Why Provides the reproducible image and CI pipeline every other split PR deploys into. Centralizing build/publish here keeps Dockerfile, entrypoint, and workspace-root pinning in one reviewable change. ## Dependencies - Luce-Org#335 (lucebox-cli): Dockerfile COPYs lucebox/ into the image - Luce-Org#337 (lucebench-harness): Dockerfile COPYs luce-bench/ into the image

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Containerization stack for lucebox-hub. Dockerfile + docker-bake.hcl build the lucebox-hub image (build-env and runtime stages); scripts/build_image.sh drives local builds; server/scripts/entrypoint.sh emits IMAGE_INFO / HOST_INFO sidecars consumed by /props. GitHub Actions add .github/workflows/docker.yml (build & publish), update ci.yml, and add release-luce-bench.yml for tagging. Workspace-root files (pyproject.toml, uv.lock, Makefile, lefthook.yml, .gitignore, README) live here because the Dockerfile uv-syncs the workspace at build time. Provides the reproducible image and CI pipeline every other split PR deploys into. Centralizing build/publish here keeps Dockerfile, entrypoint, and workspace-root pinning in one reviewable change. - Luce-Org#335 (lucebox-cli): Dockerfile COPYs lucebox/ into the image - Luce-Org#337 (lucebench-harness): Dockerfile COPYs luce-bench/ into the image

…R + personal refs Strip forward-references to lucebox-cli (Luce-Org#335) and luce-bench (Luce-Org#337) plus the contributor's personal repos so the docker stack stands alone: - delete .github/workflows/release-luce-bench.yml (luce-bench PyPI publish; fires only on luce-bench-v* tags, needs a luce-bench/ dir not in this repo) - Makefile: drop test/smoke/bench/profile targets (invoke lucebench/lucebox modules absent here) and their now-unused vars - .gitignore: drop luce-bench/snapshots and external baseline-repo URLs - pyproject.toml / Dockerfile / docker.yml: de-reference Luce-Org#335/Luce-Org#337/luce-bench in comments No functional change: deps, workspace members, ruff config, and every build instruction are untouched, so CI stays green. The siblings re-add their own scaffolding when they land. Co-Authored-By: WOZCODE <contact@withwoz.com>

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1 issue found across 2 files (changes from recent commits).

Prompt for AI agents (unresolved issues)


Check if these issues are valid — if so, understand the root cause of each and fix them. If appropriate, use sub-agents to investigate and fix each issue separately.


<file name="lucebox/src/lucebox/docker_run.py">

<violation number="1" location="lucebox/src/lucebox/docker_run.py:231">
P3: Several newly added helper functions are dead code (defined but never called anywhere in the codebase).</violation>
</file>

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…oad core Defer second-order features to follow-up PRs so this PR is just the host wrapper and the CLI needed to install, launch/serve, configure, and download models. Cuts the PR from ~11.2k to ~6.2k added lines. Deferred out of this PR (land as stacked follow-ups): - Agent-client adapters + bench: the entire net-new harness/ package (bench.py, the six clients, run_lucebench.sh) and the client launcher verbs. harness/ reverts to main's loose-scripts state; the root pyproject no longer adds harness as a workspace member/dep. - Autotune sweep + profiles: candidate_configs, the Profile registry and per-arch brackets, sweep.py, and the `autotune` command. The host-derived DFLASH_* heuristic (runtime_from_host) STAYS — config.live_config needs it to bake serve defaults — slimmed into autotune.py. - profile + smoke commands and their modules. Coupling fixes: - recommend_preset moved autotune.py -> download.py (models sub-app uses it). - Wrapper: drop the autotune --sweep exec-routing special case and trim usage/completion/exec-set to the core verbs. Tests/CI follow the surface: deferred-feature tests removed; runtime_from_host heuristic tests kept; new guard asserts the deferred verbs are NOT registered. CI pytest step scoped to lucebox. lucebox 72 passed, wrapper 53 passed, ruff + mypy + shellcheck clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

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1 issue found across 37 files (changes from recent commits).

Prompt for AI agents (unresolved issues)


Check if these issues are valid — if so, understand the root cause of each and fix them. If appropriate, use sub-agents to investigate and fix each issue separately.


<file name="lucebox/src/lucebox/docker_run.py">

<violation number="1" location="lucebox/src/lucebox/docker_run.py:231">
P3: Several newly added helper functions are dead code (defined but never called anywhere in the codebase).</violation>
</file>

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Stacked on the core lucebox CLI (Luce-Org#335). Restores the second-order tuning and diagnostics surface deferred from that PR: - autotune.py: the empirical sweep machinery — candidate_configs, the Profile registry + per-arch coding-agent-loop brackets, get_profile. (recommend_preset stays in download.py from the core split.) - sweep.py: the per-cell config sweep driver (config set -> restart -> luce-bench snapshot -> winner pick). - profile.py / smoke.py + the `autotune`, `profile`, `smoke` CLI commands. - Wrapper: the `autotune --sweep` exec-routing special case (sweeps must stay on docker run, not exec into the container they'd restart) and the autotune/profile/smoke entries in usage + completion + the exec set. Tests: sweep / profile / smoke / autotune-cli / candidate-configs suites and the Profile/bracket tests restored; test_cli guards that the client launcher verbs are still deferred while autotune/profile/smoke register. lucebox 122 passed, wrapper 55 passed, ruff + mypy + shellcheck clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

Stacked on the tuning PR (which is stacked on core Luce-Org#335). Restores the last deferred cluster: the agent-client launch surface. - harness/ becomes an installable package again (bench.py + the six client adapters: claude_code, codex, hermes, openclaw, opencode, pi, plus _common and run_lucebench.sh) and rejoins the uv workspace. - cli.py: the claude/codex/opencode/hermes/pi/openclaw verbs, registered from one factory, plus _detect_server_url / _exec_client (which reuse profile._server_base_urls from the tuning PR — hence this stacks on it). - CI runs the harness pytest suite alongside lucebox again. recommend_preset stays in download.py (core's relocation), so the models sub-app is unaffected. lucebox + harness 156 passed, wrapper 55 passed, ruff + mypy + shellcheck clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

Stacked on the core lucebox CLI (Luce-Org#335). Restores the second-order tuning and diagnostics surface deferred from that PR: - autotune.py: the empirical sweep machinery — candidate_configs, the Profile registry + per-arch coding-agent-loop brackets, get_profile. (recommend_preset stays in download.py from the core split.) - sweep.py: the per-cell config sweep driver (config set -> restart -> luce-bench snapshot -> winner pick). - profile.py / smoke.py + the `autotune`, `profile`, `smoke` CLI commands. - Wrapper: the `autotune --sweep` exec-routing special case (sweeps must stay on docker run, not exec into the container they'd restart) and the autotune/profile/smoke entries in usage + completion + the exec set. Tests: sweep / profile / smoke / autotune-cli / candidate-configs suites and the Profile/bracket tests restored; test_cli guards that the client launcher verbs are still deferred while autotune/profile/smoke register. lucebox 122 passed, wrapper 55 passed, ruff + mypy + shellcheck clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

Stacked on the tuning PR (which is stacked on core Luce-Org#335). Restores the last deferred cluster: the agent-client launch surface. - harness/ becomes an installable package again (bench.py + the six client adapters: claude_code, codex, hermes, openclaw, opencode, pi, plus _common and run_lucebench.sh) and rejoins the uv workspace. - cli.py: the claude/codex/opencode/hermes/pi/openclaw verbs, registered from one factory, plus _detect_server_url / _exec_client (which reuse profile._server_base_urls from the tuning PR — hence this stacks on it). - CI runs the harness pytest suite alongside lucebox again. recommend_preset stays in download.py (core's relocation), so the models sub-app is unaffected. lucebox + harness 156 passed, wrapper 55 passed, ruff + mypy + shellcheck clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

…oad core Defer second-order features to follow-up PRs so this PR is just the host wrapper and the CLI needed to install, launch/serve, configure, and download models. Cuts the PR from ~11.2k to ~6.2k added lines. Deferred out of this PR (land as stacked follow-ups): - Agent-client adapters + bench: the entire net-new harness/ package (bench.py, the six clients, run_lucebench.sh) and the client launcher verbs. harness/ reverts to main's loose-scripts state; the root pyproject no longer adds harness as a workspace member/dep. - Autotune sweep + profiles: candidate_configs, the Profile registry and per-arch brackets, sweep.py, and the `autotune` command. The host-derived DFLASH_* heuristic (runtime_from_host) STAYS — config.live_config needs it to bake serve defaults — slimmed into autotune.py. - profile + smoke commands and their modules. Coupling fixes: - recommend_preset moved autotune.py -> download.py (models sub-app uses it). - Wrapper: drop the autotune --sweep exec-routing special case and trim usage/completion/exec-set to the core verbs. Tests/CI follow the surface: deferred-feature tests removed; runtime_from_host heuristic tests kept; new guard asserts the deferred verbs are NOT registered. CI pytest step scoped to lucebox. lucebox 72 passed, wrapper 53 passed, ruff + mypy + shellcheck clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

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All reported issues were addressed across 2 files (changes from recent commits).

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All reported issues were addressed across 3 files (changes from recent commits).

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…oad core Defer second-order features to follow-up PRs so this PR is just the host wrapper and the CLI needed to install, launch/serve, configure, and download models. Cuts the PR from ~11.2k to ~6.2k added lines. Deferred out of this PR (land as stacked follow-ups): - Agent-client adapters + bench: the entire net-new harness/ package (bench.py, the six clients, run_lucebench.sh) and the client launcher verbs. harness/ reverts to main's loose-scripts state; the root pyproject no longer adds harness as a workspace member/dep. - Autotune sweep + profiles: candidate_configs, the Profile registry and per-arch brackets, sweep.py, and the `autotune` command. The host-derived DFLASH_* heuristic (runtime_from_host) STAYS — config.live_config needs it to bake serve defaults — slimmed into autotune.py. - profile + smoke commands and their modules. Coupling fixes: - recommend_preset moved autotune.py -> download.py (models sub-app uses it). - Wrapper: drop the autotune --sweep exec-routing special case and trim usage/completion/exec-set to the core verbs. Tests/CI follow the surface: deferred-feature tests removed; runtime_from_host heuristic tests kept; new guard asserts the deferred verbs are NOT registered. CI pytest step scoped to lucebox. lucebox 72 passed, wrapper 53 passed, ruff + mypy + shellcheck clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

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User-facing host wrapper + in-container Python CLI for launching and configuring the lucebox-hub image. Completes the docker-stack (Luce-Org#334) follow-up that intentionally shipped images without the CLI package. Host surface: - install.sh bootstrap + lucebox.sh wrapper (probe host, systemd unit, serve/pull/update/check/logs) - config.toml as system of record (env > file > defaults) In-container package (lucebox/): - check, pull, print-run, print-serve-argv - config {get,set,unset} - models {list,download} with VRAM-tier recommend_preset - VRAM-tier DFLASH_* heuristic (runtime_from_host); seeds config.toml on first models download --activate so 24 GB hosts get 98k/tq3_0 instead of the 16k class default - prefix_cache stays off by default (agent tool-prompt regression) Image/workspace: - COPY lucebox into CUDA and ROCm images; uv workspace member - entrypoint host_info missing-dir guard + pure-bash trim Tests/CI: lucebox pytest, wrapper sandbox scripts, lefthook. Deferred to follow-ups: autotune sweep/profiles, profile/smoke, agent-client harness adapters.

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davide221 · 2026-07-27T11:03:19Z

Cross-vendor Lucebox follow-up is in 23a203e.

RTX 3090 + Strix: detects both vendors, selects :cuda12, and uses --gpus all.
R9700 + Strix: selects :rocm, exposes /dev/kfd + /dev/dri, and chooses the 32 GB R9700 (gfx1201) as the primary tuning device while retaining the Strix (gfx1151) in inventory.
Versioned/PR ROCm tags (for example 0.3.0-rocm) also get the ROCm Docker contract.
Explicit LUCEBOX_VARIANT / config remains higher priority than auto-selection.

Validation:

Python: 95 passed
Ruff: pass
mypy: pass
ShellCheck + wrapper/entrypoint suite on Lucebox5: 57 passed
Real Lucebox5 probe: ROCm 7.2.4, R9700 gfx1201 32624 MiB + Strix gfx1151 512 MiB, /dev/kfd and render nodes accessible, :rocm selected

Lucebox5 does not currently have Docker installed, so full image launch there remains untested; no host packages or services were changed. GitHub CUDA/ROCm image builds and the RTX 3090 jobs are running now.

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davide221 · 2026-07-27T12:02:10Z

Final validation for 21206f6:

102 Python tests passed
60 shell/ShellCheck tests passed on Lucebox5
Ruff and mypy passed
CMake/megakernel build passed
Live RTX 3090 GPU test and speed profile passed
Live Radeon gfx1151/ROCm GPU test passed
CUDA 12 and ROCm images built successfully
Cubic automated re-review passed with all reported issues addressed

Heterogeneous appliance behavior:

RTX 3090 + Strix selects CUDA and uses the RTX 3090; Strix does not override it.
R9700 + Strix selects ROCm, chooses the R9700 as the primary tuning device, and exposes both AMD devices through /dev/kfd and /dev/dri.

Lucebox5 was checked against its real R9700 + Strix hardware and ROCm 7.2.4. Docker is not installed on that host, so a full local container launch was not executed there; real-host detection and launch argument generation were validated, and the ROCm image plus live gfx1151 CI both passed.

All required PR checks are green, and GitHub reports the PR clean and mergeable.

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easel force-pushed the feat/lucebox-cli branch 2 times, most recently from 91276a7 to 62b21f0 Compare June 4, 2026 02:50

This was referenced Jun 4, 2026

feat(luce-bench): in-tree bench harness + multi-turn agent_recorded + LLM judge #337

Open

build(docker): lucebox-hub container image + CI release pipeline #334

Merged

refactor(server): shared layer-split backend + GGUF inspection + c2-gate plumbing #336

Closed

easel force-pushed the feat/lucebox-cli branch from 62b21f0 to 8732b35 Compare June 4, 2026 05:02

easel mentioned this pull request Jun 4, 2026

feat(lucebox): docker stack + CLI + bench/profile + harness + luce-bench in-tree #285

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easel force-pushed the feat/lucebox-cli branch 2 times, most recently from 6c9078b to 360d332 Compare June 4, 2026 17:17

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easel marked this pull request as ready for review June 4, 2026 19:18

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easel force-pushed the feat/lucebox-cli branch from 0d8e1ff to 73f04f4 Compare June 4, 2026 23:30

easel pushed a commit to easel/lucebox-hub that referenced this pull request Jun 5, 2026

docs: refresh auto-integration manifest for PR Luce-Org#335 probe

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easel force-pushed the feat/lucebox-cli branch from aeae314 to 0ae47c5 Compare July 6, 2026 01:32

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easel changed the title ~~feat(lucebox): hub CLI + autotune/sweep/profile + harness adapters + shell wrapper~~ feat(lucebox): hub CLI — install, serve, config, models Jul 23, 2026

feat(lucebox): support AMD and heterogeneous GPU builds

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fix(lucebox): harden config and target-only launches

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fix(lucebox): align fallback config paths

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fix(lucebox): harden the CLI package

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test(lucebox): validate speculator symlinks

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refactor(lucebox): tighten package edge cases

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easel commented Jun 3, 2026 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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Summary

Host

In-container (lucebox/ package)

Image / workspace

Tests / CI

Diff

Test plan

Deferred (not in this PR)

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easel commented Jun 3, 2026 •

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