unsloth/studio/backend/tests
Daniel Han 3bfc83781d
Runtime MTP fallback for tensor parallelism (try MTP, recover if it crashes) (#6324)
* Disable MTP speculative decoding under tensor parallelism

Follow-up to #6040 (Studio tensor-parallel support).

MTP-draft speculative decoding plus --split-mode tensor crashes the CUDA
flash-attn kernel at decode time. The startup /health probe only checks that
llama-server comes up, so the existing MTP-drop fallback (keyed on startup
health) never fires and the server dies on the first generation instead.

Gate MTP off when a tensor attempt actually engages: this runs before the
VRAM planner (so no drafter memory is reserved) and before the speculative
flag build (so no --model-draft / --spec-type is emitted). Ngram modes use no
draft model and are kept, and mtp+ngram degrades to ngram rather than off. The
layer-split fallback re-runs with tensor_parallel False and restores MTP.

The reason is surfaced as spec_fallback_reason "tensor_parallel" so the
settings sheet explains why MTP is off instead of prompting a llama.cpp update.

Verified on unsloth/gemma-4-26B-A4B-it-GGUF:UD-Q4_K_XL across 4x B200: the
load now emits --split-mode tensor with no MTP flags and generation completes
without the prior decode crash.

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

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

* Make tensor-parallel MTP gate test format-independent

The assertion pinned the multi-line `speculative_type = (` form, but ruff
collapses it onto one line, so match `speculative_type =` instead.

* Recover from MTP+tensor-parallel crashes at runtime instead of banning MTP

MTP-draft speculative decoding under --split-mode tensor usually works, but can
crash llama-server's CUDA flash-attn kernel at decode time (the prompt-cache
checkpoint-restore path). The earlier fix statically disabled MTP whenever
tensor parallelism was on, which is not future-proof and gives up the MTP
speedup even though it normally works.

Replace the static ban with a try/recover, mirroring the existing load-time
MTP-drop fallback:

- Load-time decode probe: after the server passes /health under tensor +
  MTP, run one tiny /completion to exercise the draft path. A failure flips
  the load unhealthy so the existing fallback respawns with --spec-default.
  Catches a hard incompatibility that crashes on the first decode.

- Generation-time recovery: snapshot the load kwargs after a healthy load,
  and if llama-server exits mid-generation while MTP + tensor parallelism were
  active, quietly reload the same model with speculative decoding off (one
  single-flight background reload) and surface spec_fallback_reason=runtime_error.
  Catches the rare mid-generation crash the probe and load-time fallback miss.

No persistent ban: a later fresh load re-tries MTP, so this self-heals if a
future llama.cpp supports the combo. Verified on gemma-4-26B-A4B + 4x B200:
MTP runs normally, and killing llama-server mid-generation reloads it without
MTP and serves the next request cleanly.

* Address review feedback on the MTP runtime fallback

- Authenticate the decode probe: direct-stream mode runs llama-server with
  --api-key, so the unauthenticated /completion probe got a 401 and falsely
  dropped MTP. Attach the same bearer auth the other internal requests use.
- Re-check the cancel flag inside the recovery thread after the death poll,
  so an /unload that races the reload can't resurrect the dropped model.
- Schedule the no-MTP recovery on the connection-error paths it was missing:
  generate_chat_completion's ConnectError branch, the OpenAI passthrough
  typed (RemoteProtocolError/ReadError/CloseError) stream catch, and the
  Anthropic passthrough generic stream catch. Previously a server that died
  before reconnect, or a typed mid-stream error, skipped the reload.

* Cover every request path with the MTP+tensor crash recovery via a watchdog

The runtime MTP-crash recovery only fired from request handlers that
observed the failure, so the direct llama-server proxy endpoints
(/v1/completions, /v1/responses, the OpenAI/Anthropic passthrough
transports) -- and a crash with no request in flight -- could leave a
dead server. Add a single background watchdog, armed only on a healthy
MTP + tensor-parallel load, that polls the subprocess and routes an
unexpected death into the existing single-flight no-MTP reload. It is
stopped inside _kill_process (the one deliberate-termination chokepoint)
so a planned reload/unload is never mistaken for a crash, and re-checks
the stop flag after a detected exit to close the kill-vs-poll race. The
reload turns MTP off, so the replacement server arms no watchdog and the
fallback cannot loop; a later fresh load still re-tries MTP.

* Harden MTP+tensor crash recovery: stale-load race, pass-through MTP, requested mode

Address review findings on the runtime MTP-crash recovery:

- Stale-load race: the recovery thread snapshotted the crashed load, waited up
  to 5s for the process to confirm dead, then only checked the cancel flag
  before replaying load_model. A concurrent user load clears that flag, so the
  stale snapshot could reload the old model over the user's new one. Make the
  load lock re-entrant and run the staleness check (cancel + same process +
  unchanged snapshot) under it, atomically with the reload.

- Pass-through MTP: MTP can also be requested via a user --spec-type in
  extra_args or LLAMA_ARG_SPEC_TYPE, where Studio emits no spec flags and
  _speculative_type stays unset, so the probe/watchdog/recovery never engaged.
  Track _mtp_runtime_fallback_active from the actual launched config and gate on
  it; on the no-MTP reload, append a last-wins --spec-default so the replay drops
  MTP regardless of source (and the load-time fallback does the same).

- Requested mode: the off-reload reset _requested_spec_mode to off, so after a
  status refresh the UI showed a bare Off with the runtime-error note suppressed
  and would not retry MTP. Restore the original requested mode after the reload,
  matching the startup MTP fallback.

- Snapshot the extra_args list by value so a caller mutating it cannot corrupt
  the recovery snapshot.

Tests: test_tensor_parallel.py + test_llama_server_args.py green (303 passed).

* Trim verbose comments in the MTP+tensor crash recovery

Tighten the docstrings and inline comments added for the runtime MTP recovery
(watchdog, probe, reload, gating) to succinct one/two-line forms; no code
change (verified comment-only).

---------

Co-authored-by: danielhanchen <michaelhan2050@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-06-18 05:42:21 -07:00
..
__init__.py Final cleanup 2026-03-12 18:28:04 +00:00
conftest.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
test_amd_apu_unified_memory.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_anthropic_cache_ttl.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_anthropic_citations.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_anthropic_citations_edge.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_anthropic_code_execution.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_anthropic_compaction.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_anthropic_fast_mode_and_refusal.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_anthropic_fast_mode_edge.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_anthropic_messages.py Add API server monitor in Studio (#5558) 2026-06-16 20:26:13 +01:00
test_anthropic_thinking_translation.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_anthropic_tool_versions.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_anthropic_web_fetch.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_api_key_expiry.py Studio: add --secure Cloudflare-only mode and revamp API usage examples (#6300) 2026-06-15 04:18:15 -07:00
test_api_monitor.py Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
test_api_perf_serialization.py Studio: serialize non-streaming responses once and pool the proxy client (#6393) 2026-06-17 22:38:02 -07:00
test_apple_gpu_sensors.py Studio: show Apple GPU temperature and power in the GPU monitor (macOS) (#6187) 2026-06-12 01:50:45 -07:00
test_audio_token_detection.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_browse_folders_route.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_bypass_permissions.py Studio: Bypass Permissions (skip confirmation, disable tool sandbox) (#5895) 2026-06-15 04:04:22 -07:00
test_cache_case_resolution.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_cached_gguf_routes.py Studio: hide the llama-server install validation probe from model pickers (#6366) 2026-06-16 05:08:38 -07:00
test_capability_detection.py Harden model fetching (#6391) 2026-06-18 05:39:52 -07:00
test_chat_history_routes.py feat: implement thread forking functionality with associated database… (#5810) 2026-06-15 14:57:39 +01:00
test_chat_history_storage.py feat: implement thread forking functionality with associated database… (#5810) 2026-06-15 14:57:39 +01:00
test_cleanup_cancelled_checkpoints.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_cloudflare_tunnel.py Studio: only advertise a Cloudflare tunnel once it actually serves (#6264) 2026-06-12 14:36:35 -03:00
test_compute_buffer.py studio: deterministic VRAM auto-fit for GGUF (MTP reserve, compute buffer, total-based budget) (#6312) 2026-06-17 03:10:22 -07:00
test_consent_gate.py Harden model fetching (#6391) 2026-06-18 05:39:52 -07:00
test_context_overflow_truncation.py Studio: report the real llama-server context window and add an opt-in overflow policy for OpenAI-compatible serving (#6164) 2026-06-11 07:49:55 -07:00
test_cpu_threads.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_data_recipe_github_progress.py Studio: add github_repo seed reader and GitHub Support Bot recipe (#5169) 2026-04-24 12:02:03 -07:00
test_data_recipe_seed.py fix(seed): disable remote code execution in seed inspect dataset loads (#4275) 2026-03-13 19:37:43 +04:00
test_datacenter_gpu_tuning.py Studio: tune llama.cpp env for data-center GPUs (#6098) 2026-06-12 02:39:01 -07:00
test_dataset_upload_limits.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_default_output_dir_name.py Studio: fix training output dir escaping outputs root for models on another drive (#6293) 2026-06-13 04:06:17 -07:00
test_desktop_auth.py Studio: in-app Update llama.cpp button to install the latest prebuilt (#6097) 2026-06-10 10:04:26 -07:00
test_detect_mmproj_file.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_export_absolute_paths.py Fix GGUF variant file selection (#6342) 2026-06-16 12:42:58 +02:00
test_export_log_cursor.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_external_provider_proxy_env.py Studio: ignore unsupported env proxy during Studio startup (#6102) 2026-06-11 05:13:27 -07:00
test_external_provider_usage_chunk.py Studio: Add custom provider option to Connections (#6112) 2026-06-12 13:09:35 +02:00
test_file_security.py Harden model fetching (#6391) 2026-06-18 05:39:52 -07:00
test_frontend_resolution.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_gemini_provider.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_gemma4_chat_template_override.py Studio: bundle Gemma 4 chat templates (E2B/E4B + larger) and auto-apply to unsloth/gemma-4-*-GGUF (#6245) 2026-06-12 05:49:39 -07:00
test_gguf_completion_usage.py Studio: improve OpenAI- and Anthropic-compatible API spec compliance (#6010) 2026-06-09 17:13:25 +02:00
test_gguf_metadata.py Studio: add 'Load on selection' toggle to configure load options before loading (#6348) 2026-06-17 16:24:10 +01:00
test_gguf_reload_inheritance.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_gguf_route_cursor_reset.py Studio: extend llama.cpp first-token timeout (#5841) 2026-06-12 18:41:38 +02:00
test_gguf_routing.py Fix GGUF variant file selection (#6342) 2026-06-16 12:42:58 +02:00
test_gguf_xet_fallback_integration.py Studio: Xet-primary model downloads with automatic HTTP fallback on stall (#6372) 2026-06-16 06:17:54 -07:00
test_gpu_selection.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_gpu_selection_sandbox.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_hf_xet_fallback.py Studio: Xet-primary model downloads with automatic HTTP fallback on stall (#6372) 2026-06-16 06:17:54 -07:00
test_host_defaults.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_index_bootstrap_origin.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_index_bootstrap_origin_extra.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_inference_model_validation.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_inference_orchestrator_crash_message.py Studio: fix Gemma-4-12B-it not loading (#6054) 2026-06-10 08:39:07 -07:00
test_install_resolve_prebuilt.py Studio: offer the in-app llama.cpp update for source-build (markerless) installs (#6188) 2026-06-11 02:45:12 -07:00
test_kv_cache_estimation.py studio: deterministic VRAM auto-fit for GGUF (MTP reserve, compute buffer, total-based budget) (#6312) 2026-06-17 03:10:22 -07:00
test_lifespan_shutdown.py Studio: make lifespan shutdown resilient to a dead default executor (#6307) 2026-06-15 22:51:46 -07:00
test_llama_cpp_cache_aware_disk_check.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_llama_cpp_context_fit.py studio: deterministic VRAM auto-fit for GGUF (MTP reserve, compute buffer, total-based budget) (#6312) 2026-06-17 03:10:22 -07:00
test_llama_cpp_freshness.py Studio: stop the llama.cpp update banner flickering and show the download size (#6338) 2026-06-17 21:28:54 -07:00
test_llama_cpp_load_progress.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_llama_cpp_load_progress_live.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_llama_cpp_load_progress_matrix.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_llama_cpp_max_context_threshold.py studio: deterministic VRAM auto-fit for GGUF (MTP reserve, compute buffer, total-based budget) (#6312) 2026-06-17 03:10:22 -07:00
test_llama_cpp_mmproj_fallback.py Studio: fall back to text-only when llama.cpp is too old for a model's vision projector (#6075) 2026-06-10 08:58:39 -07:00
test_llama_cpp_mtp_detection.py studio: deterministic VRAM auto-fit for GGUF (MTP reserve, compute buffer, total-based budget) (#6312) 2026-06-17 03:10:22 -07:00
test_llama_cpp_no_context_shift.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_llama_cpp_props_readback.py Studio: report the real llama-server context window and add an opt-in overflow policy for OpenAI-compatible serving (#6164) 2026-06-11 07:49:55 -07:00
test_llama_cpp_start_failure_classification.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_llama_cpp_tool_loop.py Rename chat artifacts copy to canvas (#6298) 2026-06-15 13:38:39 +02:00
test_llama_cpp_update.py Studio: stop the llama.cpp update banner flickering and show the download size (#6338) 2026-06-17 21:28:54 -07:00
test_llama_cpp_wait_for_health.py Windows/WSL installer: fix winget msstore cert failure, amd-smi DiskPart prompt, and enable AMD GPU (Strix Halo gfx1151) (#5940) 2026-06-10 04:24:49 -07:00
test_llama_cpp_wait_for_vram_settle.py Fix _kill_process AttributeError when _stats_logger is unset (#6417) 2026-06-18 00:05:43 -07:00
test_llama_cpp_windows_nvidia_path.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_llama_route.py Studio: stop the llama.cpp update banner flickering and show the download size (#6338) 2026-06-17 21:28:54 -07:00
test_llama_route_timeouts.py Studio: extend llama.cpp first-token timeout (#5841) 2026-06-12 18:41:38 +02:00
test_llama_server_args.py studio: deterministic VRAM auto-fit for GGUF (MTP reserve, compute buffer, total-based budget) (#6312) 2026-06-17 03:10:22 -07:00
test_llama_stats.py Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
test_llm_assist_startup_opt_in.py Studio: make Helper LLM startup pre-cache opt in (#6113) 2026-06-09 15:28:34 +02:00
test_log_filter_no_truncation.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_logging_middleware.py Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
test_login_rate_limit.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_mcp_config_import.py studio: show MCP "Import config" on the add-server form (#6030) 2026-06-11 16:17:22 +01:00
test_mcp_servers.py Studio: cache MCP tool discovery instead of re-probing every chat send (#5828) 2026-06-12 14:18:06 +01:00
test_mcp_stdio_improvements.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_mcp_stdio_pr5863.py Studio: enable stdio MCP servers on a loopback bind (#6295) 2026-06-15 03:02:32 +01:00
test_middleware.py test: add regression guards for SecurityHeadersMiddleware pure-ASGI (#6424) 2026-06-17 22:53:43 -07:00
test_mlx_inference_backend.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_mlx_training_worker_config.py Studio: improve logging for dynamic transformers version switching (#6108) 2026-06-15 23:31:43 -07:00
test_mmproj_vram_accounting.py Studio: account for mmproj VRAM in GGUF fit budget (#5825) (#5849) 2026-06-12 15:04:08 +01:00
test_models_get_model_config_case_resolution.py Harden model fetching (#6391) 2026-06-18 05:39:52 -07:00
test_mtp_drafter_companion.py Studio: support separate-file MTP GGUF drafters (Gemma 4) (#6125) 2026-06-10 08:45:12 -07:00
test_mtp_vram_budget.py studio: deterministic VRAM auto-fit for GGUF (MTP reserve, compute buffer, total-based budget) (#6312) 2026-06-17 03:10:22 -07:00
test_multimodal_document.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_namespace_shadow_guard_pr6269.py Studio: keep training from failing when a namespace-package shadows unsloth (#6269) 2026-06-15 06:06:48 -07:00
test_native_context_length.py Expose runtime context length for hub models (#6154) 2026-06-11 22:13:53 +03:00
test_offline_gguf_cache_fallback.py Add API server monitor in Studio (#5558) 2026-06-16 20:26:13 +01:00
test_offline_inference_parent.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_openai_citation_markers.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_openai_citation_markers_edge.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_openai_code_execution.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_openai_compaction.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_openai_container_crud.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_openai_image_generation.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_openai_responses_translation.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_openai_tool_passthrough.py Studio: serialize non-streaming responses once and pool the proxy client (#6393) 2026-06-17 22:38:02 -07:00
test_openai_tool_result_fallbacks.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_pricing.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_pricing_edge.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_providers_api.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_pytorch_mirror.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_rag_captioning.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
test_rag_chunking.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
test_rag_embed_llama_server.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
test_rag_embeddings.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
test_rag_ingestion.py Studio: project sources backed by RAG (#6205) 2026-06-12 15:42:51 +02:00
test_rag_preview.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
test_rag_retrieval.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
test_rag_store.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
test_recommended_folders_permission.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_responses_api.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_responses_tool_passthrough.py Add API server monitor in Studio (#5558) 2026-06-16 20:26:13 +01:00
test_rocm_oom_guard.py Windows/WSL installer: fix winget msstore cert failure, amd-smi DiskPart prompt, and enable AMD GPU (Strix Halo gfx1151) (#5940) 2026-06-10 04:24:49 -07:00
test_s3_dataset.py feat(studio): implement S3 dataset loading (completes #5951) (#6222) 2026-06-12 14:52:04 +02:00
test_safetensors_capability_advertise.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_safetensors_tool_loop.py Rename chat artifacts copy to canvas (#6298) 2026-06-15 13:38:39 +02:00
test_sandbox_tools.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_secure_tunnel_gate.py Studio: add --secure Cloudflare-only mode and revamp API usage examples (#6300) 2026-06-15 04:18:15 -07:00
test_security_gate_consistency.py Harden model fetching (#6391) 2026-06-18 05:39:52 -07:00
test_server_disk_logging.py Windows/WSL installer: fix winget msstore cert failure, amd-smi DiskPart prompt, and enable AMD GPU (Strix Halo gfx1151) (#5940) 2026-06-10 04:24:49 -07:00
test_startup_banner_loopback.py Studio: enable stdio MCP servers on a loopback bind (#6295) 2026-06-15 03:02:32 +01:00
test_studio_api.py Studio: Add Tensor-Parallel llama.cpp support (#6040) 2026-06-12 04:00:52 -07:00
test_studio_train_validation.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_tensor_parallel.py Runtime MTP fallback for tensor parallelism (try MTP, recover if it crashes) (#6324) 2026-06-18 05:42:21 -07:00
test_thinking_parameter.py feat: add Anthropic-compatible thinking parameter (#5856) 2026-06-15 10:35:33 +01:00
test_tool_approvals.py Studio: Add inline confirmation (Allow/Always allow/Deny) for tool calls (#5869) 2026-06-12 10:55:26 +02:00
test_tool_call_parser_strict.py Improve local chat tool call flow (#5962) 2026-06-09 07:28:44 -07:00
test_tool_confirm_loop.py Studio: Bypass Permissions (skip confirmation, disable tool sandbox) (#5895) 2026-06-15 04:04:22 -07:00
test_tool_confirm_stream.py Studio: Add inline confirmation (Allow/Always allow/Deny) for tool calls (#5869) 2026-06-12 10:55:26 +02:00
test_tool_loop_controller.py Rename chat artifacts copy to canvas (#6298) 2026-06-15 13:38:39 +02:00
test_tool_message_empty_content.py Studio: report the real llama-server context window and add an opt-in overflow policy for OpenAI-compatible serving (#6164) 2026-06-11 07:49:55 -07:00
test_tool_policy_gates.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_tool_policy_state.py unsloth run: add --enable-tools/--disable-tools server-side tool policy (#5277) 2026-05-05 12:45:15 +04:00
test_tool_xml_strip.py Improve local chat tool call flow (#5962) 2026-06-09 07:28:44 -07:00
test_torchao_select.py studio: select torchao version from the installed torch (#6400) 2026-06-17 04:09:40 -07:00
test_trained_model_scan.py Harden model fetching (#6391) 2026-06-18 05:39:52 -07:00
test_training_history_update.py Studio: Dark theme refactor, right sidebar redesign, and chat UI polish (#5150) 2026-05-07 14:33:31 +04:00
test_training_nan_loss_handling.py fix(studio): surface live step with null loss through the SSE progress stream (#6206) 2026-06-11 07:50:13 -07:00
test_training_progress_stream_nan.py fix(studio): surface live step with null loss through the SSE progress stream (#6206) 2026-06-11 07:50:13 -07:00
test_training_raw_support.py MLX Training updates (#5656) 2026-06-14 04:58:50 -07:00
test_training_resume.py feat(studio): implement S3 dataset loading (completes #5951) (#6222) 2026-06-12 14:52:04 +02:00
test_training_worker_flash_attn.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
test_training_xet_fallback.py Studio: Xet-primary model downloads with automatic HTTP fallback on stall (#6372) 2026-06-16 06:17:54 -07:00
test_transformers_version.py Studio: improve logging for dynamic transformers version switching (#6108) 2026-06-15 23:31:43 -07:00
test_utils.py Studio: harden GPU startup detection and clarify multi-GPU listing (#6427) 2026-06-18 02:35:13 -07:00
test_validate_model_error.py Harden model fetching (#6391) 2026-06-18 05:39:52 -07:00
test_vision_cache.py Harden model fetching (#6391) 2026-06-18 05:39:52 -07:00
test_vram_estimation.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
test_windows_gpu_detection_mock.py studio: deterministic VRAM auto-fit for GGUF (MTP reserve, compute buffer, total-based budget) (#6312) 2026-06-17 03:10:22 -07:00