unsloth/tests
Souravrajvi0 8b9ee5facb
avoid Hub metadata probe when loading tokenizers with local_files_only (#7482)
* fix: keep offline GGUF export off the Hub for VLM tokenizers (#7481)

Resolve cached snapshot directories before loading PreTrainedTokenizerFast
during VLM processor fallback so transformers does not call is_base_mistral()
-> model_info() when HF_HUB_OFFLINE is set. Also probe the local cache in
_has_tokenizer_model instead of model_info when offline.

Fixes unslothai/unsloth#7481

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

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

* test: add real-cache offline GGUF integration checks for #7481

Download unsloth/gemma-3-270m-it-bnb-4bit (~430MB) and verify offline
snapshot resolution and tokenizer load with network blocked. Full unsloth
import tests remain GPU-gated.

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

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

* fix: address Codex review on offline GGUF tokenizer paths (#7481)

- Only rewrite Hub repo ids to cached snapshot dirs when offline
- Copy tokenizer.model from cache offline in preserve_sentencepiece
- Do not cache negative offline tokenizer.model probe results
- Add regression tests for all three review items

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

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

* fix: probe HF cache before model_info for local-only GGUF saves (#7481)

Always resolve tokenizer.model from the local Hub cache before calling
model_info, and skip Hub metadata when the tokenizer was loaded with
local_files_only or offline env vars. Fixes Codex review on PR #7482.

* Fix lint blocker, false-green tests and offline defaults for PR #7482

Drop the two unused _env_says_offline imports that fail the Source lint
import-hoist check.

test_has_tokenizer_model_offline_skips_model_info and its local_files_only
twin set model_info.side_effect = AssertionError, but _has_tokenizer_model
wraps that call in "except Exception: return False", so the AssertionError
was swallowed and both passed on the merge base with the fix absent. Assert
model_info.call_count == 0 instead; both now fail on the base with
assert 1 == 0.

The real-cache integration tests called hf_hub_download and
PreTrainedTokenizerFast directly, so they exercised plain huggingface_hub and
passed identically on both trees. Route them through the resolver this PR
adds, and gate the file at module level since importing unsloth needs a GPU
host either way.

_resolve_hub_repo_local_dir and _resolve_hub_repo_cached_file defaulted to
local_files_only = False, so a helper named "resolve local dir" would
download with backoff retries when called without the flag. Every caller
already passes it explicitly, so default it closed.

Use tempfile.gettempdir() rather than a hardcoded /tmp, which silently
skipped both files on Windows, the platform in the bug report. Patch
socket.socket connect rather than replacing the class, which broke
isinstance checks.

Wire the unit tests into the Bucket-A CI list; Repo tests (CPU) ignores
tests/saving, so none of these ran anywhere.

* docs: note transformers 4.57.2-5.5.4 window for local tokenizer resolve

Name the version range where from_pretrained still probes model_info under
local_files_only, and point at the 5.6.0 upstream fix so the helper can be
removed once the supported floor moves past it.

* fix: enable real-cache suite in offline GGUF integration runner

Pass UNSLOTH_INTEGRATION_IMPORT=1 into the pytest subprocess so the
documented runner actually executes the real-cache tests instead of
reporting success after only the fake-cache unit file runs.

* docs: note integration runner enables UNSLOTH_INTEGRATION_IMPORT

Document that the runner sets the gate itself and still needs a host
that can import unsloth.

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

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

* Keep an explicit local_files_only load local-only at save time

transformers takes local_files_only as an explicit from_pretrained parameter,
so it never lands in tokenizer.init_kwargs, and _offline_aware_load restores
HF_HUB_OFFLINE / TRANSFORMERS_OFFLINE as soon as the load window closes. A VLM
loaded with local_files_only = True but no offline env var therefore came back
with the Hub repo id in name_or_path and nothing recording the request, so
_tokenizer_wants_local_only returned False on the later save and
_has_tokenizer_model fell through to HfApi.model_info - and then
_preserve_sentencepiece_tokenizer_assets fetched tokenizer.model from the Hub
with local_files_only = False. On a disconnected host that is a network wait
before the export gives up.

Stamp the load's local-only mode onto the returned processor and its tokenizer
inside the forced-offline window, and honour that stamp in
_tokenizer_wants_local_only, so the save path inherits the load's contract.

Verified against a real hub-cache layout whose snapshot has tokenizer metadata
but no tokenizer.model: before, one model_info call plus an hf_hub_download with
local_files_only = False; after, zero model_info calls and cache probes only.

Two tests added to tests/saving/test_offline_gguf_vlm_tokenizer_7481.py; both
fail with the loader_utils hunk reverted and pass with it in place.

* Carry the load's cache_dir through to saving for PR #7482

The local-only stamp added in e7b7400de preserved only the boolean. Saving
still derived its cache from HF_HUB_CACHE or HF_HOME, which does not see a
caller-supplied cache_dir, and FastBaseModel.from_pretrained threads one all
the way down. So a local_files_only load against a custom cache missed on the
probe, and the stamp then stopped the Hub fallback that used to cover it, and
tokenizer.model was silently left out of the GGUF staging directory.

Stamp the cache_dir alongside the local-only marker and prefer it at both
sites in save.py that derive one from the environment. Reverting save.py
alone, with the helper still present, fails the new test on behaviour.

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

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

* Merge main and drop an unused import for PR #7482

Brings the branch up to date with main, which clears the stale Source lint
blocker inherited from #7476 by taking studio/backend/utils/hardware/__init__.py
out of this PR's changed-file set.

pytest was imported in the new test file and never used, which the
import-hoist check flags in its own right.

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Daniel Han <danielhanchen@gmail.com>
2026-07-27 05:59:48 -07:00
..
fast_inference test: fast end-to-end GRPO fast_inference vLLM rollout test (#7136) 2026-07-26 00:22:48 -07:00
notebooks Reduce and tighten comments and docstrings across the test suite (#6429) 2026-06-18 01:07:09 -07:00
python AMD: enable ROCm torch on gfx906 (MI50 / Radeon VII) on Linux (#7354) 2026-07-27 05:22:19 -07:00
qlora Formatting: ruff line-length 100, kwarg-spacing passes, drop blank after short local imports (#6079) 2026-06-08 04:24:13 -07:00
saving avoid Hub metadata probe when loading tokenizers with local_files_only (#7482) 2026-07-27 05:59:48 -07:00
security tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
sh install.sh, setup.sh: apply the no-tty consent fix to the remaining sites (#7470) 2026-07-26 05:22:28 -07:00
studio Studio: tighten the comments added by the OpenAI model-admission work (#7501) 2026-07-27 05:59:03 -07:00
studio_setup_ps1 Make Visual Studio + CMake optional on Windows (prebuilt llama.cpp needs no build tools) (#6499) 2026-06-22 01:11:09 -07:00
utils tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
version_compat test(version-compat): keep GRPO fake-run logits finite on CPU (#7247) 2026-07-19 04:54:17 -07:00
vllm_compat Reduce and tighten comments and docstrings across the test suite (#6429) 2026-06-18 01:07:09 -07:00
__init__.py Qwen 3, Bug Fixes (#2445) 2025-04-30 22:38:39 -07:00
_zoo_aggressive_cuda_spoof.py Import bitsandbytes before the hardware spoof rewrites torch (#7471) 2026-07-26 05:46:12 -07:00
_zoo_rocm_spoof.py AMD: CI coverage for recent fixes, plus three wrong gfx ids (#7431) 2026-07-25 18:58:02 -05:00
conftest.py Reduce and tighten comments and docstrings across the test suite (#6429) 2026-06-18 01:07:09 -07:00
run_all.sh AMD: CI coverage for recent fixes, plus three wrong gfx ids (#7431) 2026-07-25 18:58:02 -05:00
test_attention_implementation.py fix(gpt-oss): prefer flex attention over sdpa (#5701) 2026-05-22 08:38:38 -07:00
test_attn_impl_honor_explicit.py Honor an explicit sdpa or flex_attention request when flash is disabled (#6847) 2026-07-06 05:45:45 -07:00
test_bad_mappings_redirect.py Keep the newer-mapper probe from replacing the installed FP8 mappers (#7478) 2026-07-27 04:21:27 -07:00
test_callback_signature_drift.py Reduce and tighten comments and docstrings across the test suite (#6429) 2026-06-18 01:07:09 -07:00
test_cli_export_unpacking.py Reduce and tighten comments and docstrings across the test suite (#6429) 2026-06-18 01:07:09 -07:00
test_compressed_export_gpu_release.py studio: shard export checkpoint loads across all visible GPUs (#7215) 2026-07-26 04:16:36 -07:00
test_enforce_kwargs_spacing.py Reduce and tighten comments and docstrings across the test suite (#6429) 2026-06-18 01:07:09 -07:00
test_fa2_fast_generate_bypass.py Bypass fast_generate for flash_attention_2 models (StaticCache + FA2 produces gibberish) (#7429) 2026-07-26 23:07:33 -07:00
test_fast_gemv_dispatch.py Fix fast inference crash on compressed-tensors FP8 models (#7025) 2026-07-09 04:10:59 -07:00
test_fast_generate_slow_guard.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_finetune_last_n_layers.py Reduce and tighten comments and docstrings across the test suite (#6429) 2026-06-18 01:07:09 -07:00
test_fp8_device_context.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_fp8_restore_dropped_scale.py Restore dropped FP8 weight_scale_inv tensors on load (#6978) 2026-07-09 06:44:44 -07:00
test_fp8_tiny_e8m0.py Handle odd shapes and non-float scales in FP8BlockQuantLinear (#6848) 2026-07-06 05:44:55 -07:00
test_fused_ce_not_return_dict_logits.py fix: use EMPTY_LOGITS on the fused-CE not-return_dict path (#2068) (#6482) 2026-06-23 01:26:55 -07:00
test_gemma4_chat_template.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_gemma_2b_mapper_key.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_generate_kwarg_gate.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_get_model_name.py Keep the newer-mapper probe from replacing the installed FP8 mappers (#7478) 2026-07-27 04:21:27 -07:00
test_gradient_checkpointing_restore.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_ignored_tokenizer_casing.py Match IGNORED_TOKENIZER_NAMES case-insensitively (#6620) 2026-06-23 19:40:50 -03:00
test_import_fixes_drift.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_installer_skip_autostart.py fix(install): fail non-tauri installer errors (#7123) 2026-07-15 04:37:03 -07:00
test_installer_unsloth_version.py Installer: report the installed Unsloth version (#7265) 2026-07-21 03:48:49 -07:00
test_loader_glob_skip.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_missing_torchvision_vlm.py Fix misleading 'only for image models' error for Qwen3-VL when torchvision is missing (#6525) 2026-06-23 01:28:09 -07:00
test_model_registry.py fix(registry): don't register deepseek models at import time (#7227) 2026-07-19 03:37:23 -07:00
test_moe_lora_targets.py Scope MoE expert LoRA detection to actual MLP projection targets (#6849) 2026-07-06 05:45:06 -07:00
test_multi_image_grpo_chunking.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_new_mapper_fetched_fp8.py Keep the newer-mapper probe alive when the fetched mapper has no fp8 tables (#7497) 2026-07-27 05:01:04 -07:00
test_new_mapper_no_global_leak.py Keep the newer-mapper probe from replacing the installed FP8 mappers (#7478) 2026-07-27 04:21:27 -07:00
test_nvfp4_quant_load.py Reduce and tighten comments and docstrings across the test suite (#6429) 2026-06-18 01:07:09 -07:00
test_offline_loading_helpers.py Fix offline checkpoint load/export: "tokenizer is weirdly not loaded" (#6554) 2026-06-25 23:16:53 -07:00
test_offload_embedding_hooks.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_offload_tied_guard.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_peft_tensor_parallel_compat.py fix: keep LoRA reloads working with PEFT 0.19 (#6748) 2026-06-30 20:26:57 +01:00
test_peft_weight_converter_compat.py Formatting: ruff line-length 100, kwarg-spacing passes, drop blank after short local imports (#6079) 2026-06-08 04:24:13 -07:00
test_prefetch_snapshot_scope.py Auto Xet to HTTP download fallback in from_pretrained; share Studio's fallback via unsloth_zoo (#6638) 2026-07-06 05:13:25 -07:00
test_pretrain_compile_reset.py Add regression tests for the stray-forward compile-cache reset (#6569) 2026-06-22 07:22:47 -07:00
test_public_api_surface.py Reduce and tighten comments and docstrings across the test suite (#6429) 2026-06-18 01:07:09 -07:00
test_raw_text.py fix(dataprep): don't emit a degenerate chunk for empty text (#7183) 2026-07-23 00:56:51 -07:00
test_resolve_model_class.py Formatting: ruff line-length 100, kwarg-spacing passes, drop blank after short local imports (#6079) 2026-06-08 04:24:13 -07:00
test_runtime_text_encoding.py Pin utf-8 on shipping-code text I/O instead of the operator locale (#7486) 2026-07-27 02:14:20 -07:00
test_source_read_encoding.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_studio_install_workspace_guard.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_studio_root_resilience.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_studio_shutdown_thread_wait.py Replace standalone Studio wording with Unsloth (#7221) 2026-07-19 00:47:04 -07:00
test_synthetic_chunk_data.py Fix SyntheticDataKit.chunk_data emitting chunks over max_tokens (#7073) 2026-07-12 05:06:11 -07:00
test_tool_mask_zoo_compat.py tests: read checked-in files as UTF-8 instead of the platform default (#7438) 2026-07-26 23:31:56 -07:00
test_uma_safetensors_load.py Faster safetensors weight loading on unified-memory (integrated) GPUs (#5988) 2026-07-22 05:20:59 -07:00
test_uninitialized_position_ids.py Load DeepSeek-OCR and other VLMs that register AutoModel in auto_map (#6421) 2026-06-18 07:03:43 -07:00
test_video_path_validation.py Reduce and tighten comments and docstrings across the test suite (#6429) 2026-06-18 01:07:09 -07:00
test_vllm_broken_detection.py Fix fast_inference crash on ABI-broken vLLM: probe compiled extensions, not just import vllm (#6621) 2026-06-26 22:43:36 -07:00
test_windows_rocm_bnb_version.py Reduce and tighten comments and docstrings across the test suite (#6429) 2026-06-18 01:07:09 -07:00