unsloth/studio/backend/core
danielhanchen 3fde3439e8 studio: harden FLA + tilelang installers per reviewer feedback
Addresses bot review on #5434:

  * Narrow `_ensure_flash_linear_attention` from `_model_wants_causal_conv1d`
    (which also matches Nemotron-H / Falcon-H1 / Granite-H / LFM2) to
    `_model_wants_tilelang` (Qwen3.5 / Qwen3.6 / Qwen3-Next only). True
    SSM families take the mamba_ssm path and never call FLA's GDN
    kernels, so installing FLA there is wasted bandwidth.

  * Pin both `flash-linear-attention==0.5.0` and `fla-core==0.5.0` and
    install with `--no-deps`. Otherwise pip resolves fla-core's
    declared `torch>=2.7.0` requirement and may silently upgrade the
    Studio venv's torch on environments running torch 2.4/2.5/2.6.

  * Skip both installs on Python <3.10 (FLA, fla-core, and tilelang
    all declare `Requires-Python: >=3.10`). On older interpreters the
    pip install would fail every launch and leave the worker on the
    slow torch fallback while still claiming to have set up the fast
    path.

  * Skip tilelang install on non-Linux platforms. `tilelang==0.1.8`
    only publishes Linux x86_64 / aarch64 and macOS arm64 wheels.
    Falling back to its 93MB sdist on a Studio worker is undesirable.

  * Detect an existing `apache-tvm-ffi` 0.1.10 / 0.1.11 install and
    force a reinstall to 0.1.9 with `--force-reinstall --no-deps`.
    Previously the import-only probe returned early and left the
    broken version in place, which crashes Triton on sm_100.

  * Add a 600s timeout to the tilelang and FLA subprocess.run calls,
    matching the existing flash-attn install pattern, so a network
    hang cannot block the training subprocess indefinitely.

  * 13 new / updated tests covering all six guards plus the
    pinned-spec, timeout, and force-reinstall code paths.

Total: 21 passing tests (8 original + 13 new / updated).
2026-05-16 07:03:26 +00:00
..
data_recipe Add native GGUF intake to Studio (#5246) 2026-05-04 11:46:18 +02:00
export feat(studio): MLX training tab on Apple Silicon (LoRA / full FT, VLM, export) (#5265) 2026-05-05 23:54:58 -07:00
inference studio/chat: OpenAI container picker delete reliability (#5466) 2026-05-16 01:53:13 +04:00
training studio: harden FLA + tilelang installers per reviewer feedback 2026-05-16 07:03:26 +00:00
__init__.py [Studio] Show non exported models in chat UI (#4892) 2026-04-14 15:03:58 +04:00