diff --git a/.github/workflows/security.yml b/.github/workflows/security.yml index b3e2c25..7c2c009 100644 --- a/.github/workflows/security.yml +++ b/.github/workflows/security.yml @@ -95,91 +95,12 @@ jobs: run: | grep -v '@ git+' src/worker/requirements/requirements.txt > /tmp/requirements-worker-cpu-audit.txt uvx pip-audit==2.9.0 --strict \ - --ignore-vuln GHSA-69w3-r845-3855 \ - --ignore-vuln GHSA-cfh3-3jmp-rvhc \ - --ignore-vuln GHSA-whj4-6x5x-4v2j \ - --ignore-vuln GHSA-wjx4-4jcj-g98j \ - --ignore-vuln GHSA-5xmw-vc9v-4wf2 \ - --ignore-vuln GHSA-r73j-pqj5-w3x7 \ - --ignore-vuln GHSA-pwv6-vv43-88gr \ - --ignore-vuln GHSA-vfmq-68hx-4jfw \ - --ignore-vuln GHSA-j7w6-vpvq-j3gm \ - --ignore-vuln GHSA-98h9-4798-4q5v \ - --ignore-vuln GHSA-7wx4-6vff-v64p \ --ignore-vuln GHSA-rrmf-rvhw-rf47 \ - --ignore-vuln PYSEC-2025-189 \ - --ignore-vuln PYSEC-2025-190 \ - --ignore-vuln PYSEC-2025-191 \ - --ignore-vuln PYSEC-2025-192 \ - --ignore-vuln PYSEC-2025-193 \ - --ignore-vuln PYSEC-2025-194 \ - --ignore-vuln PYSEC-2025-195 \ - --ignore-vuln PYSEC-2025-196 \ - --ignore-vuln PYSEC-2025-197 \ - --ignore-vuln PYSEC-2025-210 \ - --ignore-vuln PYSEC-2026-139 \ - --ignore-vuln PYSEC-2025-211 \ - --ignore-vuln PYSEC-2025-212 \ - --ignore-vuln PYSEC-2025-213 \ - --ignore-vuln PYSEC-2025-214 \ - --ignore-vuln PYSEC-2025-215 \ - --ignore-vuln PYSEC-2025-216 \ - --ignore-vuln PYSEC-2025-217 \ - --ignore-vuln PYSEC-2025-218 \ - --ignore-vuln PYSEC-2026-97 \ - --ignore-vuln PYSEC-2025-183 \ - --ignore-vuln PYSEC-2024-277 \ + --ignore-vuln PYSEC-2026-87 \ -r /tmp/requirements-worker-cpu-audit.txt - - name: Run pip-audit (worker GPU delta) # no --strict: flashinfer-jit-cache is unauditable on PyPI + - name: Run pip-audit (worker GPU delta) # no --strict: flashinfer-jit-cache and the vllm +cu129 wheel are unauditable on PyPI run: | uvx pip-audit==2.9.0 \ - --ignore-vuln GHSA-69w3-r845-3855 \ - --ignore-vuln GHSA-cfh3-3jmp-rvhc \ - --ignore-vuln GHSA-whj4-6x5x-4v2j \ - --ignore-vuln GHSA-wjx4-4jcj-g98j \ - --ignore-vuln GHSA-5xmw-vc9v-4wf2 \ - --ignore-vuln GHSA-r73j-pqj5-w3x7 \ - --ignore-vuln GHSA-pwv6-vv43-88gr \ - --ignore-vuln GHSA-vfmq-68hx-4jfw \ - --ignore-vuln GHSA-pf3h-qjgv-vcpr \ - --ignore-vuln GHSA-pq5c-rjhq-qp7p \ - --ignore-vuln GHSA-3mwp-wvh9-7528 \ - --ignore-vuln GHSA-hpv8-x276-m59f \ - --ignore-vuln GHSA-39mp-8hj3-5c49 \ - --ignore-vuln GHSA-h3h8-3v2v-rg7m \ - --ignore-vuln GHSA-jmh7-g254-2cq9 \ - --ignore-vuln GHSA-pfjf-5gxr-995x \ - --ignore-vuln GHSA-w8v5-vhqr-4h9v \ - --ignore-vuln GHSA-x368-4g9h-fvv4 \ - --ignore-vuln GHSA-83vm-p52w-f9pw \ - --ignore-vuln GHSA-3ww4-5jv9-j5gm \ - --ignore-vuln GHSA-j7w6-vpvq-j3gm \ - --ignore-vuln GHSA-98h9-4798-4q5v \ - --ignore-vuln GHSA-7wx4-6vff-v64p \ --ignore-vuln GHSA-rrmf-rvhw-rf47 \ - --ignore-vuln PYSEC-2025-189 \ - --ignore-vuln PYSEC-2025-190 \ - --ignore-vuln PYSEC-2025-191 \ - --ignore-vuln PYSEC-2025-192 \ - --ignore-vuln PYSEC-2025-193 \ - --ignore-vuln PYSEC-2025-194 \ - --ignore-vuln PYSEC-2025-195 \ - --ignore-vuln PYSEC-2025-196 \ - --ignore-vuln PYSEC-2025-197 \ - --ignore-vuln PYSEC-2025-210 \ - --ignore-vuln PYSEC-2026-139 \ - --ignore-vuln PYSEC-2025-211 \ - --ignore-vuln PYSEC-2025-212 \ - --ignore-vuln PYSEC-2025-213 \ - --ignore-vuln PYSEC-2025-214 \ - --ignore-vuln PYSEC-2025-215 \ - --ignore-vuln PYSEC-2025-216 \ - --ignore-vuln PYSEC-2025-217 \ - --ignore-vuln PYSEC-2025-218 \ - --ignore-vuln PYSEC-2026-97 \ - --ignore-vuln PYSEC-2025-183 \ - --ignore-vuln PYSEC-2024-277 \ - --ignore-vuln PYSEC-2025-222 \ - --ignore-vuln PYSEC-2024-274 \ - --ignore-vuln PYSEC-2026-161 \ + --ignore-vuln GHSA-w8v5-vhqr-4h9v \ -r src/worker/requirements/requirements.gpu.txt diff --git a/docs/CODE_STYLE.md b/docs/CODE_STYLE.md index ed69d1f..0305660 100644 --- a/docs/CODE_STYLE.md +++ b/docs/CODE_STYLE.md @@ -94,58 +94,24 @@ upgrade-blocker. The currently-ignored advisories and the upgrade blocker that justifies each are listed below; the same list is encoded as `--ignore-vuln` flags in `.github/workflows/security.yml`. +The worker GPU `vllm` is pinned to the `+cu129` release wheel (the PyPI +wheel is built for CUDA 13, incompatible with the CUDA 12.9 worker). Its +local version is not on PyPI, so pip-audit skips it — like +`flashinfer-jit-cache` — which is why the GPU run omits `--strict`. vLLM +CVE exposure tracks PyPI `vllm 0.22.0` regardless of the build variant. + | Advisory | Package | Fix version | Why ignored | |----------|---------|-------------|-------------| -| GHSA-69w3-r845-3855 | transformers | 5.0.0rc3 | held by vllm/vllm-omni 0.18 compatibility | -| GHSA-pf3h-qjgv-vcpr | vllm | 0.19.0 | held by transformers 4.57 + adjacent inference deps | -| GHSA-pq5c-rjhq-qp7p | vllm | 0.19.0 | same | -| GHSA-3mwp-wvh9-7528 | vllm | 0.19.0 | same | -| GHSA-hpv8-x276-m59f | vllm | 0.20.0 | same | -| GHSA-x368-4g9h-fvv4 | vllm | 0.19.1 | same | -| GHSA-83vm-p52w-f9pw | vllm | 0.20.0 | same | -| GHSA-3ww4-5jv9-j5gm | vllm | 0.22.0 | same | -| GHSA-cfh3-3jmp-rvhc | pillow | 12.1.1 | gradio 5.50 caps pillow<12 (transitive via vllm-omni) | -| GHSA-whj4-6x5x-4v2j | pillow | 12.2.0 | same cap | -| GHSA-wjx4-4jcj-g98j | pillow | 12.2.0 | same cap | -| GHSA-5xmw-vc9v-4wf2 | pillow | 12.2.0 | same cap | -| GHSA-r73j-pqj5-w3x7 | pillow | 12.2.0 | same cap | -| GHSA-pwv6-vv43-88gr | pillow | 12.2.0 | same cap | -| GHSA-vfmq-68hx-4jfw | lxml | 6.1.0 | crawl4ai 0.8.6 caps lxml<6 | -| GHSA-39mp-8hj3-5c49 | gradio | 6.7.0 | vllm-omni 0.18 pins gradio==5.50 | -| GHSA-h3h8-3v2v-rg7m | gradio | 6.6.0 | same pin | -| GHSA-jmh7-g254-2cq9 | gradio | 6.6.0 | same pin | -| GHSA-pfjf-5gxr-995x | gradio | 6.6.0 | same pin | +| GHSA-rrmf-rvhw-rf47 | torch | (none) | no fix version published | +| PYSEC-2026-87 | lxml | 6.1.0 | crawl4ai 0.8.6 caps lxml<6 | | GHSA-w8v5-vhqr-4h9v | diskcache | (none) | upstream unmaintained, no fixed version published | -| GHSA-j7w6-vpvq-j3gm | diffusers | 0.38.0 | fix requires safetensors>=0.8.0rc0 pre-release; uv lock won't pick up pre-releases without explicit opt-in | -| GHSA-98h9-4798-4q5v | diffusers | 0.38.0 | same blocker as GHSA-j7w6-vpvq-j3gm — both fixed in 0.38.0 | -| GHSA-7wx4-6vff-v64p | diffusers | 0.38.0 | same blocker as GHSA-j7w6-vpvq-j3gm — fixed in 0.38.0 | -| PYSEC-2025-189 | torch | (none) | no fix version published | -| PYSEC-2025-190 | torch | (none) | same | -| PYSEC-2025-191 | torch | (none) | same | -| PYSEC-2025-192 | torch | (none) | same | -| PYSEC-2025-193 | torch | (none) | same | -| PYSEC-2025-194 | torch | (none) | same | -| PYSEC-2025-195 | torch | (none) | same | -| PYSEC-2025-196 | torch | (none) | same | -| PYSEC-2025-197 | torch | (none) | same | -| PYSEC-2025-210 | torch | (none) | same | -| PYSEC-2026-139 | torch | (none) | same | -| GHSA-rrmf-rvhw-rf47 | torch | (none) | same | -| PYSEC-2025-211 | transformers | (none) | no fix version published; transformers also held by vllm-omni 0.18 | -| PYSEC-2025-212 | transformers | (none) | same | -| PYSEC-2025-213 | transformers | (none) | same | -| PYSEC-2025-214 | transformers | (none) | same | -| PYSEC-2025-215 | transformers | (none) | same | -| PYSEC-2025-216 | transformers | (none) | same | -| PYSEC-2025-217 | transformers | (none) | same | -| PYSEC-2025-218 | transformers | (none) | same | -| PYSEC-2026-97 | nltk | (none) | no fix version published | -| PYSEC-2025-183 | pyjwt | (none) | no fix version published | -| PYSEC-2024-277 | joblib | (none) | no fix version published | -| PYSEC-2025-222 | vllm | (none) | no fix version published; held by vllm-omni 0.18 pin | -| PYSEC-2024-274 | gradio | (none) | no fix version published; vllm-omni 0.18 pins gradio==5.50 | -| PYSEC-2026-161 | starlette | 1.0.1 | gradio 5.50 caps starlette<1.0 (transitive via vllm-omni 0.18) | - -When a blocker lifts (e.g. transformers 5 ↔ vllm 0.19 line stabilizes), -drop the corresponding `--ignore-vuln` flag from the workflow and the -row from this table — don't extend the rationale to unrelated packages. + +The worker GPU audit ignores `GHSA-rrmf-rvhw-rf47` and +`GHSA-w8v5-vhqr-4h9v`; the worker CPU audit ignores +`GHSA-rrmf-rvhw-rf47` and `PYSEC-2026-87`; the server audit ignores +nothing. + +When a blocker lifts (e.g. crawl4ai unpins lxml, or a fixed torch +release ships), drop the corresponding `--ignore-vuln` flag from the +workflow and the row from this table — don't extend the rationale to +unrelated packages. diff --git a/pyproject.toml b/pyproject.toml index be2b708..3b33dbe 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -54,27 +54,27 @@ runtime-worker-core = [ runtime-inference = [ "accelerate>=1.12.0", "datasets>=4.3.0", - "diffusers>=0.36.0", - "pillow>=11.3.0", # held <12 by gradio 5.50 (transitive via vllm-omni) - "torch>=2.10.0", - "transformers>=4.57.6", # held at 4.57 by vllm/vllm-omni 0.18 compatibility + "diffusers>=0.38.0", + "pillow>=12.2.0", + "torch>=2.11.0", + "transformers>=5.5.1,<5.9.0", ] runtime-training = [ - "peft>=0.17.1", + "peft>=0.18.0", "trl>=0.23.0", ] runtime-rag = [ - "fastembed>=0.7.3,<0.8", + "fastembed>=0.8.0", "qdrant-client>=1.15.1", ] runtime-inference-gpu = [ "bitsandbytes>=0.49.2", - "flashinfer-python>=0.6.6", - "vllm==0.18.0", # pinned with transformers 4.57; 0.19+ needs transformers 5.x - "vllm-omni==0.18.0", # follows vllm pin + "flashinfer-python==0.6.11.post2", + "vllm==0.22.0", + "vllm-omni==0.22.0", ] runtime-training-gpu = [ - "deepspeed>=0.18.1", + "deepspeed>=0.19.1", ] runtime-agent = [ "aiofiles>=24.1.0", @@ -240,6 +240,10 @@ flowmesh-cli-stack = { workspace = true } flowmesh-hook = { workspace = true } flowmesh-sdk = { workspace = true } flowmesh-sdk-stack = { workspace = true } +# vLLM's PyPI wheel is built for CUDA 13 (libcudart.so.13); the GPU worker runs +# CUDA 12.9. Pin the cu129 release wheel for linux/x86_64 so it matches torch +# (UV_TORCH_BACKEND=cu129) and flashinfer; other platforms fall back to PyPI. +vllm = { url = "https://github.com/vllm-project/vllm/releases/download/v0.22.0/vllm-0.22.0+cu129-cp38-abi3-manylinux_2_28_x86_64.whl", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" } [tool.uv.workspace] members = ["cli", "cli/stack", "hook", "sdk", "sdk/stack"] diff --git a/src/worker/executors/diffusers_executor.py b/src/worker/executors/diffusers_executor.py index 2997bd0..93b640a 100644 --- a/src/worker/executors/diffusers_executor.py +++ b/src/worker/executors/diffusers_executor.py @@ -7,6 +7,7 @@ """ import gc +import inspect import logging import os from pathlib import Path @@ -176,6 +177,13 @@ def _encode_prompt_compat( kwargs["negative_prompt_2"] = negative_prompt kwargs["negative_prompt_3"] = negative_prompt + # SD1.x/2.x/XL encoders require do_classifier_free_guidance (no default in + # diffusers >=0.38); request it so negative embeddings are returned. SD3 + # has no such parameter, so only pass it when the signature accepts it. + encode_params = inspect.signature(self._pipe.encode_prompt).parameters + if "do_classifier_free_guidance" in encode_params: + kwargs["do_classifier_free_guidance"] = True + return self._pipe.encode_prompt(**kwargs) def _encode_and_combine_prompts( diff --git a/src/worker/executors/ppo_executor.py b/src/worker/executors/ppo_executor.py index 4c85971..12cd87e 100644 --- a/src/worker/executors/ppo_executor.py +++ b/src/worker/executors/ppo_executor.py @@ -168,8 +168,9 @@ def compute_reward_from_tokens( response_tokens, skip_special_tokens=True, clean_up_tokenization_spaces=True, - ).strip() - response_texts.append(text) + ) + assert isinstance(text, str) + response_texts.append(text.strip()) reward_scores = self._score_texts(response_texts).to(device) @@ -1202,7 +1203,8 @@ def _build_ppo_config( response_length=response_length, save_strategy=save_strategy, remove_unused_columns=False, - save_safetensors=bool(training_config.get("save_safetensors", False)), + fp16=bool(training_config.get("fp16", False)), + bf16=bool(training_config.get("bf16", False)), **ppo_ctor_kwargs, ) diff --git a/src/worker/executors/sft_executor.py b/src/worker/executors/sft_executor.py index 030dcd8..a288ea7 100644 --- a/src/worker/executors/sft_executor.py +++ b/src/worker/executors/sft_executor.py @@ -476,10 +476,7 @@ def run(self, task: ExecutorTask, out_dir: Path) -> SFTResult: ) # Drop heavy references before runner-level cleanup - trainer = None - model = None # type: ignore[assignment] - tokenizer = None - train_dataset = None + del trainer, model, tokenizer, train_dataset self._current_trainer = None self._current_model = None self._current_tokenizer = None diff --git a/src/worker/executors/transformers_executor.py b/src/worker/executors/transformers_executor.py index 6e22cfa..07b5d9d 100644 --- a/src/worker/executors/transformers_executor.py +++ b/src/worker/executors/transformers_executor.py @@ -568,6 +568,7 @@ def _run_inner( raw_text = self._tok.decode( gen_part, skip_special_tokens=skip_special_tokens ) + assert isinstance(raw_text, str) text = raw_text # Apply simple stop-string truncation on decoded text diff --git a/src/worker/requirements/requirements.gpu.txt b/src/worker/requirements/requirements.gpu.txt index 28fa0b9..e0527bb 100644 --- a/src/worker/requirements/requirements.gpu.txt +++ b/src/worker/requirements/requirements.gpu.txt @@ -2,9 +2,10 @@ # Regenerate with: uv run scripts/dev/sync_requirements.py --write --extra-index-url https://flashinfer.ai/whl/cu129 bitsandbytes==0.49.2 -deepspeed==0.18.1 -flashinfer-cubin==0.6.6 -flashinfer-jit-cache==0.6.6 -flashinfer-python==0.6.6 -vllm-omni==0.18.0 -vllm==0.18.0 +deepspeed==0.19.1 +flashinfer-cubin==0.6.11.post2 +flashinfer-jit-cache==0.6.11.post2 +flashinfer-python==0.6.11.post2 +vllm @ https://github.com/vllm-project/vllm/releases/download/v0.22.0/vllm-0.22.0+cu129-cp38-abi3-manylinux_2_28_x86_64.whl ; platform_machine == 'x86_64' and sys_platform == 'linux' +vllm-omni==0.22.0 +vllm==0.22.0 ; platform_machine != 'x86_64' or sys_platform != 'linux' diff --git a/src/worker/requirements/requirements.txt b/src/worker/requirements/requirements.txt index c48feec..a8ea1b5 100644 --- a/src/worker/requirements/requirements.txt +++ b/src/worker/requirements/requirements.txt @@ -15,9 +15,9 @@ colorlog==6.9.0 crawl4ai==0.8.6 datasets==4.3.0 ddgs==9.10.0 -diffusers==0.36.0 +diffusers==0.38.0 docker==7.1.0 -fastembed==0.7.3 +fastembed==0.8.0 google-genai==1.47.0 grpcio==1.76.0 httpx==0.28.1 @@ -38,9 +38,9 @@ opentelemetry-instrumentation==0.59b0 opentelemetry-sdk==1.38.0 opentelemetry-semantic-conventions==0.59b0 pandas==2.3.3 -peft==0.17.1 +peft==0.19.1 pexpect==4.9.0 -pillow==11.3.0 +pillow==12.2.0 prompt-toolkit==3.0.52 protobuf==5.29.6 psycopg[binary]==3.2.12 @@ -52,8 +52,8 @@ sqlalchemy==2.0.44 sqlmodel==0.0.27 tiktoken==0.12.0 toml==0.10.2 -torch==2.10.0 -transformers==4.57.6 +torch==2.11.0 +transformers==5.8.1 trl==0.23.0 websocket-client==1.9.0 wikipedia-api==0.8.1 diff --git a/tests/conftest.py b/tests/conftest.py index dac2b81..0edcc91 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -1,11 +1,18 @@ """Pytest configuration for tests directory.""" import logging +import os import sys import types import pytest +# Run the unit suite CPU-only by default. transformers eagerly initializes the +# CUDA device when a TrainingArguments-derived config is constructed, so config +# tests would otherwise crash on a host whose driver can't init the installed +# torch build. Set CUDA_VISIBLE_DEVICES explicitly to run GPU-marked tests. +os.environ.setdefault("CUDA_VISIBLE_DEVICES", "") + # The ``vastai`` SDK makes a network call at import time. A minimal stub # is inserted before importing any server modules so that tests never # trigger real network traffic. diff --git a/uv.lock b/uv.lock index 7092ebb..15c9519 100644 --- a/uv.lock +++ b/uv.lock @@ -1,10 +1,16 @@ version = 1 -revision = 3 +revision = 2 requires-python = ">=3.12" resolution-markers = [ - "python_full_version >= '3.14'", - "python_full_version == '3.13.*'", - "python_full_version < '3.13'", + "python_full_version >= '3.14' and sys_platform == 'darwin'", + "(python_full_version >= '3.14' and platform_machine != 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and sys_platform != 'darwin' and sys_platform != 'linux')", + "python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux'", + "python_full_version == '3.13.*' and sys_platform == 'darwin'", + "(python_full_version == '3.13.*' and platform_machine != 'x86_64' and sys_platform == 'linux') or (python_full_version == '3.13.*' and sys_platform != 'darwin' and sys_platform != 'linux')", + "python_full_version == '3.13.*' and platform_machine == 'x86_64' and sys_platform == 'linux'", + "python_full_version < '3.13' and sys_platform == 'darwin'", + "(python_full_version < '3.13' and platform_machine != 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.13' and sys_platform != 'darwin' and sys_platform != 'linux')", + "python_full_version < '3.13' and platform_machine == 'x86_64' and sys_platform == 'linux'", ] [manifest] @@ -23,7 +29,8 @@ version = "1.12.0" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "huggingface-hub" }, - { name = "numpy" }, + { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.14'" }, + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.14'" }, { name = "packaging" }, { name = "psutil" }, { name = "pyyaml" }, @@ -192,7 +199,8 @@ 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