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Author SHA1 Message Date
Daniel Han
1781770bee
Studio: detect an interrupted dependency install instead of launching a backend that cannot import (#7492)
* Studio: detect an interrupted dependency install instead of launching a backend that cannot import

An installer killed part-way leaves a venv with a working CLI but without
studio.txt's dependencies. Nothing recorded that, so three separate places all
reported it healthy:

- the desktop preflight probed only `unsloth -h` (typer + rich) and a hardcoded
  desktop-capabilities dict, neither of which touches studio.backend, so it
  returned ManagedReady and spawned a backend that died on `import structlog`;
- setup.sh's fast path compared the installed unsloth version against PyPI,
  which matches on a half-built venv because unsloth is installed early, so
  `unsloth studio update` printed "up to date" and repaired nothing;
- start_managed_repair calls that update and then re-checks with the same blind
  probes, so Repair reported success without fixing anything.

install_python_stack.py now clears a completion manifest before the dependency
pass and writes it only after the final step. `unsloth studio verify-install`
and desktop-capabilities' new studio_install_ok field read it, the preflight
turns a false answer into ManagedStale so auto-repair runs, and setup.sh /
setup.ps1 gain an escape hatch next to the existing anyio one.

Separately, the wheel ships studio/ and studio.backend* but declared none of
their dependencies, so `unsloth train`, `export`, `chat`, `inference` and
`studio` all ended in a rich traceback after a plain pip install. structlog is
the only hard module-level import that chain reaches once starlette's
annotation-only import moves under TYPE_CHECKING, so it becomes a core
dependency and the rest of the server stack becomes a [studio] extra mirroring
studio.txt. The CLI import sites now report missing dependencies as a sentence
with two remedies.

Fixes #4701, #5260, #7147

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Match the trimmed comments merged on the pip branch

* Put the install manifest in the preflight fingerprint for PR #7492

The capability cache keyed the venv on pyvenv.cfg, uv.lock, requirements.txt,
the interpreter and site-packages/unsloth_cli/commands/studio.py, none of which
a repair touches when it only reinstalls studio.txt. So an entry cached while
the install was healthy stayed valid after the manifest was dropped, and the
probe returned Ready on exactly the half-built venv this is meant to catch.

* Address the review findings on PR #7492

Fail the install when the completion manifest cannot be written, instead of
exiting 0 without the record every later check requires, which is a repair
loop by construction.

Compare the version of the package the manifest names, so `studio update
--package X` does not read as a permanent version change.

Read the manifest from the venv that owns it when the CLI runs outside the
managed venv, and drop the dependency verdict in that case: the walk ran
against the wrong interpreter and says nothing about that venv.

Name the import that actually failed. `unsloth train` reaches torch through
the same guard, and the studio extra does not carry it, so recommending that
extra alone left the command failing in the same place.

* Declare click, which typer stopped providing, for PR #7492

unsloth_cli/commands/start.py imports click at module scope and
unsloth_cli/__init__.py imports that module, so every unsloth command needs
it. typer carried click through 0.19 and dropped it in 0.27, and the declared
floor is typer>=0.12.0, so a fresh resolve gets no click. On the published
wheel it still arrives because huggingface_hub requires click<9,>=8.4.2, which
is luck rather than a declaration. A wheel built from this branch's
dependency list has neither, and every command dies at import.

Verified: before, `unsloth --help` on a fresh venv raised ModuleNotFoundError
for click; after, it exits 0. The drift test now covers it.

* Keep a running backend from the previous app version manageable

The manageability bump gated two unrelated things through one constant. For
the managed CLI probe 2 is right: a CLI reporting 1 cannot answer
studio_install_ok. For a RUNNING backend it is wrong, because a process
already started cannot change what it reports, so bumping studio/backend/main.py
in lockstep does not help one the previous app version spawned.

That backend is proven ours by root id and ownership token, but
lifecycle_control_block_reason returned Unmanageable, and that branch never
calls adopt_verified_backend. has_owned_backend() stays false, so Repair falls
into block_external_conflict, which finds the same process and refuses: the app
could no longer stop a backend it owns the token for. The same regression in
backend.rs turned a terminal-launched same-root server from AttachedReady into
ExternalConflict.

Split the constant: DESKTOP_BACKEND_MANAGEABILITY_VERSION = 1 for the two
live-backend probes, DESKTOP_MANAGEABILITY_VERSION = 2 for the CLI probe. Every
real gate (protocol, auth, ownership, desktop-login, MIN_DESKTOP_BACKEND_VERSION)
is untouched, so an old backend still reaches OwnedStale, adopt, stop, repair.

Also stop the installer when the stale manifest cannot be removed. Windows
raises on a read-only or locked file, and the pass would then run behind a
marker that still names this version and these digests, so a run killed
part-way would verify as complete.

* Answer for the managed venv, not the one the CLI happens to run in

The guard matched ModuleNotFoundError.name, an import name, against
missing_requirements(), which returns distribution names. So a missing PyJWT
printed 'pip install jwt', and jwt, docx and fitz are each a real but unrelated
PyPI project (fitz is a neuroimaging workflow tool), so following the advice
installed the wrong package and left the backend just as broken. Map the import
to its distribution before deciding, and never offer the import itself.

install_state() verified the caller's own prefix. The wheel ships studio/, so a
CLI installed outside the managed venv always finds its own copy of the helper
first, and a healthy managed install reported studio_install_incomplete with a
missing list copied from the wrong venv. Selecting the root is not enough:
_installed_version() reads the running interpreter and req_root defaults to the
caller's studio.txt, so both checks still answered for the wrong venv. Hand
verify_install() that venv's own metadata, enumerated through
Distribution.discover(context = ...path), which does not fall back to sys.path.
The candidate order is untouched, so shadowed-tree detection is unchanged.

setup.ps1 replaces pip, torch and triton before install_python_stack.py runs,
so the manifest it drops is not dropped before the first mutation. A run killed
in between kept a marker that still verifies while torch was half-replaced;
drop it at the top of the dependency pass instead. setup.sh is unaffected, the
stack is the first thing its pass runs, and a test now pins both.

pip uninstall rewrites nothing that was fingerprinted, and cache_matches
re-reads the cached studio_install_ok rather than re-checking, so a venv that
lost a studio.txt package kept being served the healthy verdict. Fold a sorted
hash of the installed dist-info names into the marker hash.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* A missing manifest helper is a torn install, not an old one

studio/install_manifest.py ships in the same wheel as _studio_deps.py, so
nothing legitimately has one without the other: a CLI predating both never
reaches this code, and the desktop already calls such a CLI stale on
desktop_manageability_version.

Returning ok=true there reported a healthy install for a tree the package
update had half replaced, and the preflight then launched a backend whose
own run.py could be just as absent. Report it incomplete so repair runs.

* Tighten comments across the install-detection changes

* Validate Studio dependency readiness

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Lee Jackson <130007945+Imagineer99@users.noreply.github.com>
Co-authored-by: Wasim Yousef Said <wasimysdev@gmail.com>
2026-07-28 10:57:20 +02:00
Daniel Han
3ce187da02
Formatting: ruff line-length 100, kwarg-spacing passes, drop blank after short local imports (#6079)
Raise ruff line-length to 100 and extend the local pre-commit format pipeline (def-signature magic-comma normalization, short multi-line assert collapse, kwarg '=' spacing, blank-line-after-short-import removal, adjacent string-literal / f-string+plain merge, redundant-pass pruning). Every transform re-checks the file AST and is dropped if it would differ; the whole-repo reformat is verified AST-identical per file and idempotent.
2026-06-08 04:24:13 -07:00
Daniel Han
7252410ccc
studio: stream export worker output into the export dialog (#4897)
* studio: stream export worker output into the export dialog

The Export Model dialog only showed a spinner on the "Exporting..."
button while the worker subprocess was doing the actual heavy lifting.
For Merged to 16bit and GGUF / Llama.cpp exports this meant several
minutes (or more, for large models) of opaque silence, with no way to
tell whether save_pretrained_merged, convert_hf_to_gguf.py, or
llama-quantize was making progress.

This adds a live terminal-style output panel inside the export dialog,
rendered just above the Cancel / Start Export buttons and scrollable
with auto-follow-tail. It shows stdout and stderr from both the worker
process itself and any child process it spawns (GGUF converter,
llama-quantize), coloured by stream.

Backend

- core/export/worker.py: new _setup_log_capture(resp_queue) installed
  before LogConfig.setup_logging. It saves the original stdout/stderr
  fds, creates pipes, os.dup2's the write ends onto fds 1 and 2 (so
  every child process inherits the redirected fds), and spins up two
  daemon reader threads. Each thread reads bytes from a pipe, echoes
  them back to the original fd (so the server console keeps working),
  splits on \n and \r, and forwards each line to the resp queue as
  {"type":"log","stream":"stdout|stderr","line":...,"ts":...}.
  PYTHONUNBUFFERED=1 is set so nested Python converters flush
  immediately.

- core/export/orchestrator.py:
  - Thread-safe ring buffer (collections.deque, maxlen 4000) with a
    monotonically increasing seq counter. clear_logs(),
    get_logs_since(cursor), get_current_log_seq(), is_export_active().
  - _wait_response handles rtype == "log" by appending to the buffer
    and continuing the wait loop. Status messages are also surfaced as
    a "status" stream so users see high level progress alongside raw
    subprocess output.
  - load_checkpoint, _run_export, and cleanup_memory now wrap their
    bodies with the existing self._lock (previously unused), clear the
    log buffer at the start of each op, and flip _export_active in a
    try/finally so the SSE endpoint can detect idle.

- routes/export.py:
  - Wrapped every sync orchestrator call (load_checkpoint,
    cleanup_memory, export_merged_model, export_base_model,
    export_gguf, export_lora_adapter) in asyncio.to_thread so the
    FastAPI event loop stays free during long exports. Without this
    the new SSE endpoint could not be served concurrently with the
    blocking export POST.
  - New GET /api/export/logs/stream SSE endpoint. Honors
    Last-Event-ID and a since query param for reconnect, emits log /
    heartbeat / complete / error events, uses the id field to carry
    the log seq so clients can resume cleanly. On first connect
    without an explicit cursor it starts from the current seq so old
    lines from a previous run are not replayed.

Frontend

- features/export/api/export-api.ts: streamExportLogs() helper that
  authFetches the SSE endpoint and parses id / event / data fields
  manually (same pattern as streamTrainingProgress in train-api.ts).

- features/export/components/export-dialog.tsx:
  - Local useExportLogs(exporting) hook that opens the SSE stream on
    exporting transitions to true, accumulates up to 4000 lines in
    component state, and aborts on cleanup.
  - New scrollable output panel rendered above DialogFooter, only
    shown for Merged to 16bit and GGUF / Llama.cpp (LoRA adapter is
    a fast disk write with nothing to show). Dark terminal styling
    (bg-black/85, emerald text, rose for stderr, sky for status),
    max-height 14rem, auto-scrolls to the bottom on new output but
    stops following if the user scrolls up. A small streaming / idle
    indicator is shown next to the panel title.
  - DialogContent widens from sm:max-w-lg to sm:max-w-2xl when the
    output panel is visible so the logs have room to breathe.

Verified

- Python smoke test (tests/smoke_export_log_capture.py): spawns a
  real mp.get_context("spawn") process, installs _setup_log_capture,
  confirms that parent stdout prints, parent stderr prints, AND a
  child subprocess invoked via subprocess.run (both its stdout and
  stderr) are all captured in the resp queue. Passes.
- Orchestrator log helpers tested in isolation: _append_log,
  get_logs_since (with and without a cursor), clear_logs not
  resetting seq so reconnecting clients still progress. Passes.
- routes.export imports cleanly in the studio venv and /logs/stream
  shows up in router.routes.
- bun run build: tsc -b plus vite build, no TypeScript errors.

No existing export behavior is changed. If the subprocess, the SSE
endpoint, or the frontend hook fails, the export itself still runs to
completion the same way it did before, with or without logs visible.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* export dialog: trim bootstrap noise, scope logs per screen, show realpath

Several follow-ups to the live export log work:

1. Worker bootstrap noise (transformers venv activation, Unsloth banner,
   "Top GGUF/hub models" lists, vision detection, 2k-step weight load
   bar) is dropped from the export-dialog stream. A threading.Event
   gate in worker.py defaults closed and only opens once _handle_export
   actually starts; until then the reader thread still echoes lines to
   the saved console fd for debugging but does not push them onto the
   resp_queue. The orchestrator already spawns a fresh subprocess for
   every checkpoint load, so the gate is naturally reset between runs.

2. tqdm in non-tty mode defaults to a 10s mininterval, which makes
   multi-step bars look frozen in the panel. Set TQDM_MININTERVAL=0.5
   in the worker env so any tqdm-driven progress emits more often.

3. The dialog's useExportLogs hook now also clears its line buffer
   when exportMethod or open changes, so re-opening the dialog into a
   different action's screen no longer shows the previous action's
   saved output. A useElapsedSeconds tick + "Working Xs" badge in the
   log header gives users a visible sign that long single-step phases
   (cache copies, GGUF conversion) are still running when no new lines
   are arriving.

4. ExportBackend.export_{merged,base,gguf,lora} now return
   (success, message, output_path); the worker forwards output_path on
   each export_*_done response, the orchestrator's _run_export passes
   it to routes/export.py, which surfaces it via
   ExportOperationResponse.details.output_path. The dialog's Export
   Complete screen renders the resolved on-disk realpath under "Saved
   to" so users can find their exported model directly.

* fix(cli): unpack 3-tuple return from export backend

ExportOrchestrator.export_{merged,base,gguf,lora} now return
(success, message, output_path) so the studio dialog can show
the on-disk realpath. The CLI still unpacked 2 values, so every
`unsloth export --format ...` crashed with ValueError before
reporting completion. Update the four call sites and surface
output_path via a "Saved to:" echo.

* fix(studio): anchor export log SSE cursor at run start

The export dialog SSE defaulted its cursor to get_current_log_seq()
at connect time, so any line emitted between the POST that kicks
off the export and the client opening the stream was buffered with
seqs 1..k and then skipped (seq <= cursor). Long-running exports
looked silent during their first seconds.

Snapshot _log_seq into _run_start_seq inside clear_logs() and
expose it via get_run_start_seq(). The SSE default cursor now uses
that snapshot, so every line emitted since the current run began
is reachable regardless of when the client connects. Old runs
still can't leak in because their seqs are <= the snapshot.

* fix(studio): reconnect export log SSE on stream drop

useExportLogs launched streamExportLogs once per exporting
transition and recorded any drop in .catch(). Long GGUF exports
behind a proxy with an idle kill-timeout would silently lose the
stream for the rest of the run even though the backend already
supports Last-Event-ID resume. The "retry: 3000" directive emitted
by the backend is only meaningful to native EventSource; this
hook uses a manual fetch + ReadableStream parse so it had no
effect.

Wrap streamExportLogs in a retry loop that tracks lastSeq from
ExportLogEvent.id and passes it as since on reconnect. Backoff is
exponential with jitter, capped at 5s, reset on successful open.
The loop stops on explicit backend `complete` event or on effect
cleanup.

* fix(studio): register a second command so Typer keeps `export` as a subcommand

The CLI export unpacking tests wrap `unsloth_cli.commands.export.export`
in a fresh Typer app with a single registered command. Typer flattens a
single-command app into that command, so the test's
`runner.invoke(cli_app, ["export", ckpt, out, ...])` treats the leading
`"export"` token as an unexpected extra positional argument -- every
parametrized case failed with:

    Got unexpected extra argument (.../out)

Register a harmless `noop` second command so Typer preserves subcommand
routing and the tests actually exercise the 3-tuple unpack path they
were written to guard.

Before: 4 failed
After:  4 passed

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: studio-install <studio@local.install>
Co-authored-by: Roland Tannous <115670425+rolandtannous@users.noreply.github.com>
Co-authored-by: Lee Jackson <130007945+Imagineer99@users.noreply.github.com>
Co-authored-by: Roland Tannous <rolandtannous@gravityq.ai>
2026-04-14 08:55:43 -07:00
Daniel Han
0c8d407793
Rename cli/ to unsloth_cli/ to fix namespace collision with stringzilla (#4393)
* Rename cli/ to unsloth_cli/ to fix namespace collision with stringzilla

stringzilla installs a namespace package at cli/ (cli/split.py, cli/wc.py)
in site-packages without an __init__.py. When unsloth is installed as an
editable package (pip install -e .), the entry point script does
`from cli import app` which finds stringzilla's namespace cli/ first and
fails with `ImportError: cannot import name 'app' from 'cli'`.

Non-editable installs happened to work because unsloth's cli/__init__.py
overwrites the namespace directory, but this is fragile and breaks if
stringzilla is installed after unsloth.

Renaming to unsloth_cli/ avoids the collision entirely and fixes both
editable and non-editable install paths.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update stale cli/ references in comments and license files

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-03-17 20:40:21 -07:00
Renamed from cli/commands/export.py (Browse further)