diff --git a/README.md b/README.md index a02a3e8..16a4836 100644 --- a/README.md +++ b/README.md @@ -18,7 +18,7 @@ The built image MUST: 2. Bake function discovery output (manifest) at build time: ```dockerfile -RUN mkdir -p /app/.tensorhub && python -m gen_worker.discover > /app/.tensorhub/endpoint.lock +RUN mkdir -p /app/.cozy && python -m gen_worker.discover > /app/.tensorhub/endpoint.lock ``` 3. Use the Cozy worker runtime as the ENTRYPOINT: @@ -50,7 +50,7 @@ uv add gen-worker[torch] ```python import msgspec -from gen_worker import RequestContext, worker_function +from gen_worker import ActionContext, worker_function class Input(msgspec.Struct): prompt: str @@ -59,7 +59,7 @@ class Output(msgspec.Struct): text: str @worker_function() -def generate(ctx: RequestContext, payload: Input) -> Output: +def generate(ctx: ActionContext, payload: Input) -> Output: return Output(text=f"Hello, {payload.prompt}!") ``` @@ -69,7 +69,7 @@ def generate(ctx: RequestContext, payload: Input) -> Output: - **Schema generation** - Input/output schemas extracted from msgspec types - **Model injection** - Dependency injection for ML models with caching - **Streaming output** - Support for incremental/streaming responses -- **Progress reporting** - Built-in progress events via `RequestContext` +- **Progress reporting** - Built-in progress events via `ActionContext` - **Perf metrics** - Best-effort per-run metrics emitted to gen-orchestrator (`metrics.*` worker events) - **Trainer runtime mode** - SDK-native trainer loop via `WORKER_MODE=trainer` - **File handling** - Upload/download assets via Cozy hub file API @@ -81,7 +81,7 @@ def generate(ctx: RequestContext, payload: Input) -> Output: ```python import msgspec -from gen_worker import RequestContext, worker_function +from gen_worker import ActionContext, worker_function class Input(msgspec.Struct): prompt: str @@ -90,7 +90,7 @@ class Output(msgspec.Struct): result: str @worker_function() -def my_function(ctx: RequestContext, payload: Input) -> Output: +def my_function(ctx: ActionContext, payload: Input) -> Output: return Output(result=f"Processed: {payload.prompt}") ``` @@ -103,7 +103,7 @@ class Delta(msgspec.Struct): chunk: str @worker_function() -def stream(ctx: RequestContext, payload: Input) -> Iterator[Delta]: +def stream(ctx: ActionContext, payload: Input) -> Iterator[Delta]: for word in payload.prompt.split(): if ctx.is_canceled(): raise InterruptedError("canceled") @@ -126,7 +126,7 @@ from gen_worker.injection import ModelRef, ModelRefSource as Src @worker_function() def generate( - ctx: RequestContext, + ctx: ActionContext, pipe: Annotated[DiffusionPipeline, ModelRef(Src.FIXED, "sd15")], payload: Input, ) -> Output: @@ -149,7 +149,7 @@ flux = { ref = "black-forest-labs/flux.2-klein-4b", dtypes = ["bf16"] } from typing import Annotated import msgspec from diffusers import DiffusionPipeline -from gen_worker import RequestContext, worker_function +from gen_worker import ActionContext, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src class Input(msgspec.Struct): @@ -158,7 +158,7 @@ class Input(msgspec.Struct): @worker_function() def generate( - ctx: RequestContext, + ctx: ActionContext, pipe: Annotated[DiffusionPipeline, ModelRef(Src.PAYLOAD, "model")], payload: Input, ): @@ -173,7 +173,7 @@ arbitrary repo refs in the payload. ```python @worker_function() -def process(ctx: RequestContext, payload: Input) -> Output: +def process(ctx: ActionContext, payload: Input) -> Output: # Save bytes and get asset reference asset = ctx.save_bytes(f"runs/{ctx.request_id}/outputs/output.png", image_bytes) return Output(result=asset.ref) @@ -278,7 +278,7 @@ Orchestrator-injected (production contract): |----------|---------|-------------| | `WORKER_MODE` | `inference` | Runtime mode selector (`inference` or `trainer`) | | `SCHEDULER_PUBLIC_ADDR` | - | Scheduler address workers should dial | -| `SCHEDULER_ADDRS` | - | Optional comma-separated LB seed addresses | +| `SCHEDULER_ADDRS` | - | Optional comma-separated seed addresses for leader discovery | | `WORKER_JWT` | - | Worker-connect JWT (required; claims are authoritative) | Local dev / advanced (not injected by orchestrator): @@ -289,11 +289,6 @@ Local dev / advanced (not injected by orchestrator): | `SCHEDULER_JWT_ISSUER` | - | Optional: expected `iss` when verifying WORKER_JWT locally | | `SCHEDULER_JWT_AUDIENCE` | - | Optional: expected `aud` when verifying WORKER_JWT locally | | `USE_TLS` | `false` | Local-dev knob for plaintext vs TLS gRPC; production typically terminates TLS upstream | -| `LB_ONLY_RETRIES` | `true` | Retry via configured LB endpoint(s) only; ignore direct owner redirect hints | -| `RECONNECT_DELAY` | `0.1` | Base reconnect backoff in seconds (exponential) | -| `RECONNECT_MAX_DELAY` | `1.0` | Reconnect backoff cap in seconds | -| `RECONNECT_JITTER_SECONDS` | `0.1` | Added jitter upper bound in seconds, capped by `RECONNECT_MAX_DELAY` | -| `MAX_RECONNECT_ATTEMPTS` | `0` | Max reconnect attempts (`0` = infinite retries) | | `WORKER_MAX_CONCURRENCY` | - | Max concurrent task executions | | `WORKER_MAX_INPUT_BYTES` | - | Max input payload size | | `WORKER_MAX_OUTPUT_BYTES` | - | Max output payload size | @@ -456,7 +451,7 @@ cache.get_vram_models() # ["model-a"] from gen_worker.errors import RetryableError, ValidationError, FatalError @worker_function() -def process(ctx: RequestContext, payload: Input) -> Output: +def process(ctx: ActionContext, payload: Input) -> Output: if not payload.prompt: raise ValidationError("prompt is required") # 400, no retry diff --git a/docs/terminology.md b/docs/terminology.md index b15d8ff..01d7158 100644 --- a/docs/terminology.md +++ b/docs/terminology.md @@ -7,8 +7,6 @@ This repo follows Cozy's canonical naming. There is no backward-compat layer for - `function`: invokable unit inside an endpoint release. - Invoke reference: `owner/endpoint/function[:tag]` (default tag is `prod`). - `release_id`: immutable identifier for a published endpoint release. -- In control-plane release payloads, endpoint identity is endpoint-centric: - `endpoint.owner` / `endpoint.endpoint_name` are primary; `release.owner` is legacy compatibility. - `invoker` / `invoker_id`: the identity performing an invocation. - `artifacts`: uploaded source code and endpoint-owned build inputs/outputs. - Cozy Hub stores endpoint source tarballs in the endpoint artifacts bucket (`s3.endpoint_artifacts.*` / `S3_ENDPOINT_ARTIFACTS_*`). diff --git a/examples/firered-image-edit/Dockerfile b/examples/firered-image-edit/Dockerfile index 1351d5f..5c9919f 100644 --- a/examples/firered-image-edit/Dockerfile +++ b/examples/firered-image-edit/Dockerfile @@ -1,14 +1,13 @@ # Tenant-supplied Dockerfile example (GPU). # -# - Installs torch in a stable cacheable layer. -# - Installs tenant deps from uv.lock without replacing torch. +# - Installs torch + gen-worker in stable cacheable layers. +# - Installs tenant deps from uv.lock without replacing torch/gen-worker. # - Bakes discovered functions into /app/.tensorhub/endpoint.lock at build time. # ARG PYTHON_VERSION=3.12 FROM ghcr.io/astral-sh/uv:python${PYTHON_VERSION}-bookworm-slim AS cozy_base -ARG CUDA_VERSION=12.8 -ARG UV_TORCH_BACKEND= +ARG UV_TORCH_BACKEND=cu126 ARG TORCH_SPEC="~=2.10.0" WORKDIR /app @@ -23,9 +22,10 @@ RUN --mount=type=cache,id=cozy-apt-cache,target=/var/cache/apt,sharing=locked \ && apt-get clean RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ - backend="${UV_TORCH_BACKEND:-cu$(printf '%s' "${CUDA_VERSION}" | tr -d '.')}" \ - && uv pip install --system --break-system-packages --torch-backend "$backend" \ + uv pip install --system --break-system-packages --torch-backend ${UV_TORCH_BACKEND} \ "torch${TORCH_SPEC}" +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages gen-worker==0.3.0 FROM cozy_base AS cozy_final @@ -33,7 +33,7 @@ COPY pyproject.toml uv.lock /app/ RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ uv export --no-dev --no-hashes --no-sources --no-emit-project --no-emit-local \ - --no-emit-package torch \ + --no-emit-package torch --no-emit-package gen-worker \ -o /tmp/requirements.all.txt \ && grep -Ev '^(torch|triton|nvidia-|cuda-)' /tmp/requirements.all.txt > /tmp/requirements.txt \ && uv pip install --system --break-system-packages --no-deps -r /tmp/requirements.txt diff --git a/examples/firered-image-edit/endpoint.toml b/examples/firered-image-edit/endpoint.toml index 086e2a8..f39a8ec 100644 --- a/examples/firered-image-edit/endpoint.toml +++ b/examples/firered-image-edit/endpoint.toml @@ -7,7 +7,7 @@ main = "firered_image_edit.main" firered_image_edit = { ref = "fireredteam/firered-image-edit-1.0", dtypes = ["bf16"] } [host.requirements] -cuda = "12.8" +cuda = "12.6" [resources] vram_gb = 24 diff --git a/examples/firered-image-edit/pyproject.toml b/examples/firered-image-edit/pyproject.toml index 6ff91ec..9374d51 100644 --- a/examples/firered-image-edit/pyproject.toml +++ b/examples/firered-image-edit/pyproject.toml @@ -4,7 +4,7 @@ version = "0.1.0" description = "FireRed Image Edit example (inference-only; Cozy manifest via endpoint.toml)" requires-python = ">=3.12" dependencies = [ - "gen-worker[torch]", + "gen-worker[torch]==0.3.0", "diffusers @ git+https://github.com/huggingface/diffusers", "transformers>=4.51.3", "accelerate", diff --git a/examples/firered-image-edit/src/firered_image_edit/main.py b/examples/firered-image-edit/src/firered_image_edit/main.py index f1668c4..0b66024 100644 --- a/examples/firered-image-edit/src/firered_image_edit/main.py +++ b/examples/firered-image-edit/src/firered_image_edit/main.py @@ -10,7 +10,7 @@ from diffusers import QwenImageEditPlusPipeline from PIL import Image -from gen_worker import RequestContext, ResourceRequirements, worker_function +from gen_worker import ActionContext, ResourceRequirements, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src from gen_worker.types import Asset @@ -47,7 +47,7 @@ class EditOutput(msgspec.Struct): @worker_function(_firered_resources) def edit( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ QwenImageEditPlusPipeline, ModelRef(Src.FIXED, "firered_image_edit"), diff --git a/examples/firered-image-edit/uv.lock b/examples/firered-image-edit/uv.lock index 320d631..077624f 100644 --- a/examples/firered-image-edit/uv.lock +++ b/examples/firered-image-edit/uv.lock @@ -503,7 +503,7 @@ dev = [ requires-dist = [ { name = "accelerate" }, { name = "diffusers", git = "https://github.com/huggingface/diffusers" }, - { name = "gen-worker", extras = ["torch"] }, + { name = "gen-worker", extras = ["torch"], specifier = "==0.3.0" }, { name = "pillow" }, { name = "protobuf" }, { name = "sentencepiece" }, diff --git a/examples/flux2-klein-4b/Dockerfile b/examples/flux2-klein-4b/Dockerfile index cff5e4c..8326ef1 100644 --- a/examples/flux2-klein-4b/Dockerfile +++ b/examples/flux2-klein-4b/Dockerfile @@ -1,7 +1,7 @@ # Tenant-supplied Dockerfile example. # -# - Installs torch in a stable cacheable layer. -# - Installs tenant deps from uv.lock without replacing torch. +# - Installs torch + gen-worker in stable cacheable layers. +# - Installs tenant deps from uv.lock without replacing torch/gen-worker. # - Bakes discovered functions into /app/.tensorhub/endpoint.lock at build time. # # Local build (GPU): @@ -10,8 +10,7 @@ ARG PYTHON_VERSION=3.12 FROM ghcr.io/astral-sh/uv:python${PYTHON_VERSION}-bookworm-slim AS cozy_base -ARG CUDA_VERSION=12.8 -ARG UV_TORCH_BACKEND= +ARG UV_TORCH_BACKEND=cu126 ARG TORCH_SPEC="~=2.10.0" WORKDIR /app @@ -27,19 +26,20 @@ RUN --mount=type=cache,id=cozy-apt-cache,target=/var/cache/apt,sharing=locked \ # Stable runtime layers (avoid re-downloading torch/cu libs on every tenant build). RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ - backend="${UV_TORCH_BACKEND:-cu$(printf '%s' "${CUDA_VERSION}" | tr -d '.')}" \ - && uv pip install --system --break-system-packages --torch-backend "$backend" \ + uv pip install --system --break-system-packages --torch-backend ${UV_TORCH_BACKEND} \ "torch${TORCH_SPEC}" +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages gen-worker==0.3.0 FROM cozy_base AS cozy_final # Copy lock metadata first so dependency layers are cacheable across source edits. COPY pyproject.toml uv.lock /app/ -# Install tenant dependencies into the global environment without replacing torch. +# Install tenant dependencies into the global environment without replacing torch/gen-worker. RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ uv export --no-dev --no-hashes --no-sources --no-emit-project --no-emit-local \ - --no-emit-package torch \ + --no-emit-package torch --no-emit-package gen-worker \ -o /tmp/requirements.all.txt \ && grep -Ev '^(torch|triton|nvidia-|cuda-)' /tmp/requirements.all.txt > /tmp/requirements.txt \ && uv pip install --system --break-system-packages --no-deps -r /tmp/requirements.txt diff --git a/examples/flux2-klein-4b/README.md b/examples/flux2-klein-4b/README.md index e222d4f..962b512 100644 --- a/examples/flux2-klein-4b/README.md +++ b/examples/flux2-klein-4b/README.md @@ -1,25 +1,40 @@ # flux2-klein-4b -FLUX.2-klein 4B endpoint with separate base/turbo functions and dtype-specific variants. +FLUX.2-klein turbo example using Cozy’s injection pattern (4B + 9B variants). -Naming convention in this repo: +- The worker function only defines input/output + runs inference. +- Fixed model selection is declared in code via `ModelRef(Src.FIXED, "")`. +- Model refs/dtypes are declared in `endpoint.toml [models]`. +- This model is treated as a turbo model: the worker forces `num_inference_steps=8`. + +Steps: + +- `num_inference_steps` is accepted in the payload, but it is clamped to `[4, 8]` (rounded) for predictable cost/latency. -- Base model ref: `black-forest-labs/flux.2-klein-4b-base` -- Turbo model ref: `black-forest-labs/flux.2-klein-4b-turbo` +Code uses: -This avoids ambiguity with upstream naming where `flux.2-klein-4b` is commonly used for turbo variants. +```py +pipeline: Annotated[ + Flux2KleinPipeline, + ModelRef(Src.FIXED, "flux2-klein-4b"), +] +``` Functions: -- `generate`: base bf16 -- `generate_turbo`: turbo bf16 -- `generate_fp8`: base fp8 -- `generate_turbo_fp8`: turbo fp8 -- `generate_nvfp4`: base nvfp4 -- `generate_turbo_nvfp4`: turbo nvfp4 +- `generate`: 4B bf16 (regular turbo baseline) +- `generate_fp8`: 4B fp8 +- `generate_9b`: 9B bf16 (regular turbo baseline) +- `generate_9b_fp8`: 9B fp8 +- `generate_int8`: int8-only +- `generate_int4`: int4-only -Notes: +Notes on FP8: -- Fixed model selection is declared in code via `ModelRef(Src.FIXED, "")`. -- Model refs/dtypes are declared in `endpoint.toml [models]`. -- `num_inference_steps` is accepted in the payload, but clamped to `[4, 8]`. +- FP8 support here is **weight-only** quantization via `torchao` (Diffusers TorchAoConfig). +- GPUs vary: FP8 acceleration typically requires newer NVIDIA GPUs (e.g. Ada/Hopper class). + +Notes on INT8/INT4: + +- INT8/INT4 support here is **weight-only** quantization via `torchao` (Diffusers TorchAoConfig). +- INT4 is experimental for diffusion; expect quality regressions or incompatibilities. diff --git a/examples/flux2-klein-4b/endpoint.toml b/examples/flux2-klein-4b/endpoint.toml index ada324a..fe645d6 100644 --- a/examples/flux2-klein-4b/endpoint.toml +++ b/examples/flux2-klein-4b/endpoint.toml @@ -1,20 +1,20 @@ schema_version = 1 -name = "flux.2-klein-4b" +name = "flux2-klein-4b" # Python import path used for function discovery (not a Docker ENTRYPOINT). main = "flux2_klein_4b.main" [models] -flux2-klein-4b-base = { ref = "black-forest-labs/flux.2-klein-4b-base", dtypes = ["bf16"] } -flux2-klein-4b-turbo = { ref = "black-forest-labs/flux.2-klein-4b-turbo", dtypes = ["bf16"] } -flux2-klein-4b-base_fp8 = { ref = "black-forest-labs/flux.2-klein-4b-base", dtypes = ["fp8"] } -flux2-klein-4b-turbo_fp8 = { ref = "black-forest-labs/flux.2-klein-4b-turbo", dtypes = ["fp8"] } -flux2-klein-4b-base_nvfp4 = { ref = "black-forest-labs/flux.2-klein-4b-base", dtypes = ["nvfp4"] } -flux2-klein-4b-turbo_nvfp4 = { ref = "black-forest-labs/flux.2-klein-4b-turbo", dtypes = ["nvfp4"] } +flux2-klein-4b = { ref = "black-forest-labs/flux.2-klein-4b", dtypes = ["bf16"] } +flux2-klein-4b_fp8 = { ref = "black-forest-labs/flux.2-klein-4b", dtypes = ["fp8"] } +flux2-klein-9b = { ref = "black-forest-labs/flux.2-klein-9b", dtypes = ["bf16"] } +flux2-klein-9b_fp8 = { ref = "black-forest-labs/flux.2-klein-9b", dtypes = ["fp8"] } +flux2-klein-4b_int8 = { ref = "black-forest-labs/flux.2-klein-4b", dtypes = ["int8"] } +flux2-klein-4b_int4 = { ref = "black-forest-labs/flux.2-klein-4b", dtypes = ["int4"] } [host.requirements] # If cuda is set, the platform treats this worker as requiring an NVIDIA GPU. -cuda = "12.8" +cuda = "12.6" [resources] vram_gb = 24 diff --git a/examples/flux2-klein-4b/pyproject.toml b/examples/flux2-klein-4b/pyproject.toml index c1abd27..9d6cf0c 100644 --- a/examples/flux2-klein-4b/pyproject.toml +++ b/examples/flux2-klein-4b/pyproject.toml @@ -1,15 +1,15 @@ [project] name = "flux2-klein-4b" version = "0.1.0" -description = "Flux2-klein-4B endpoint (base+turbo; inference-only; Cozy manifest via endpoint.toml)" +description = "Flux2-klein-4B example (inference-only; Cozy manifest via endpoint.toml)" requires-python = ">=3.12" dependencies = [ - "gen-worker[torch]", + "gen-worker[torch]==0.3.0", "diffusers @ git+https://github.com/huggingface/diffusers.git@99e2cfff27dec514a43e260e885c5e6eca038b36", "transformers>=4.56,<5", "accelerate", "pillow", - # Needed for fp8/nvfp4 variants (diffusers TorchAoConfig and/or variant-aware loading). + # Needed for fp8 weight-only quantization variants (diffusers TorchAoConfig). "torchao", ] diff --git a/examples/flux2-klein-4b/src/flux2_klein_4b/main.py b/examples/flux2-klein-4b/src/flux2_klein_4b/main.py index 6ad278c..6f1823c 100644 --- a/examples/flux2-klein-4b/src/flux2_klein_4b/main.py +++ b/examples/flux2-klein-4b/src/flux2_klein_4b/main.py @@ -11,14 +11,13 @@ from diffusers import Flux2KleinPipeline from PIL import Image -from gen_worker import RequestContext, ResourceRequirements, worker_function +from gen_worker import ActionContext, ResourceRequirements, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src from gen_worker.types import Asset logger = logging.getLogger(__name__) logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s") _flux_resources = ResourceRequirements() -_nvfp4_resources = ResourceRequirements(compute_capability_min=10.0) _pipeline_locks_guard = threading.Lock() _pipeline_locks: dict[int, threading.Lock] = {} @@ -53,7 +52,7 @@ def _should_enable_seq_offload() -> bool: def _generate( - ctx: RequestContext, + ctx: ActionContext, pipeline, payload: GenerateInput, model_key: str, @@ -101,71 +100,88 @@ def _generate( @worker_function(_flux_resources) def generate( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ Flux2KleinPipeline, - ModelRef(Src.FIXED, "flux2-klein-4b-base"), + ModelRef(Src.FIXED, "flux2-klein-4b"), ], payload: GenerateInput, ) -> GenerateOutput: - return _generate(ctx, pipeline, payload, "flux2-klein-4b-base") + return _generate(ctx, pipeline, payload, "flux2-klein-4b") @worker_function(_flux_resources) -def generate_turbo( - ctx: RequestContext, +def generate_fp8( + ctx: ActionContext, pipeline: Annotated[ Flux2KleinPipeline, - ModelRef(Src.FIXED, "flux2-klein-4b-turbo"), + ModelRef(Src.FIXED, "flux2-klein-4b_fp8"), ], payload: GenerateInput, ) -> GenerateOutput: - return _generate(ctx, pipeline, payload, "flux2-klein-4b-turbo") + """ + FP8 function. + + This endpoint is intended to run against an fp8-weight-only artifact (or an artifact + that the worker can load with torchao-backed fp8 quantization enabled). + """ + return _generate(ctx, pipeline, payload, "flux2-klein-4b_fp8") @worker_function(_flux_resources) -def generate_fp8( - ctx: RequestContext, +def generate_9b( + ctx: ActionContext, pipeline: Annotated[ Flux2KleinPipeline, - ModelRef(Src.FIXED, "flux2-klein-4b-base_fp8"), + ModelRef(Src.FIXED, "flux2-klein-9b"), ], payload: GenerateInput, ) -> GenerateOutput: - return _generate(ctx, pipeline, payload, "flux2-klein-4b-base_fp8") + return _generate(ctx, pipeline, payload, "flux2-klein-9b") @worker_function(_flux_resources) -def generate_turbo_fp8( - ctx: RequestContext, +def generate_9b_fp8( + ctx: ActionContext, pipeline: Annotated[ Flux2KleinPipeline, - ModelRef(Src.FIXED, "flux2-klein-4b-turbo_fp8"), + ModelRef(Src.FIXED, "flux2-klein-9b_fp8"), ], payload: GenerateInput, ) -> GenerateOutput: - return _generate(ctx, pipeline, payload, "flux2-klein-4b-turbo_fp8") + return _generate(ctx, pipeline, payload, "flux2-klein-9b_fp8") -@worker_function(_nvfp4_resources) -def generate_nvfp4( - ctx: RequestContext, +@worker_function(_flux_resources) +def generate_int8( + ctx: ActionContext, pipeline: Annotated[ Flux2KleinPipeline, - ModelRef(Src.FIXED, "flux2-klein-4b-base_nvfp4"), + ModelRef(Src.FIXED, "flux2-klein-4b_int8"), ], payload: GenerateInput, ) -> GenerateOutput: - return _generate(ctx, pipeline, payload, "flux2-klein-4b-base_nvfp4") + """ + INT8 function (weight-only). + This endpoint is intended to run against an int8-weight-only artifact (or an artifact + that the worker can load with torchao-backed int8 quantization enabled). + """ + return _generate(ctx, pipeline, payload, "flux2-klein-4b_int8") -@worker_function(_nvfp4_resources) -def generate_turbo_nvfp4( - ctx: RequestContext, + +@worker_function(_flux_resources) +def generate_int4( + ctx: ActionContext, pipeline: Annotated[ Flux2KleinPipeline, - ModelRef(Src.FIXED, "flux2-klein-4b-turbo_nvfp4"), + ModelRef(Src.FIXED, "flux2-klein-4b_int4"), ], payload: GenerateInput, ) -> GenerateOutput: - return _generate(ctx, pipeline, payload, "flux2-klein-4b-turbo_nvfp4") + """ + INT4 function (weight-only). + + This endpoint is experimental; expect quality regressions or incompatibilities. + """ + return _generate(ctx, pipeline, payload, "flux2-klein-4b_int4") diff --git a/examples/flux2-klein-4b/uv.lock b/examples/flux2-klein-4b/uv.lock index 448d669..8353718 100644 --- a/examples/flux2-klein-4b/uv.lock +++ b/examples/flux2-klein-4b/uv.lock @@ -512,7 +512,7 @@ dev = [ requires-dist = [ { name = "accelerate" }, { name = "diffusers", git = "https://github.com/huggingface/diffusers.git?rev=99e2cfff27dec514a43e260e885c5e6eca038b36" }, - { name = "gen-worker", extras = ["torch"] }, + { name = "gen-worker", extras = ["torch"], specifier = "==0.3.0" }, { name = "pillow" }, { name = "torchao" }, { name = "transformers", specifier = ">=4.56,<5" }, diff --git a/examples/flux2-klein-9b/src/flux2_klein_9b/main.py b/examples/flux2-klein-9b/src/flux2_klein_9b/main.py index 023ab93..1a14cf0 100644 --- a/examples/flux2-klein-9b/src/flux2_klein_9b/main.py +++ b/examples/flux2-klein-9b/src/flux2_klein_9b/main.py @@ -11,7 +11,7 @@ from diffusers import Flux2KleinPipeline from PIL import Image -from gen_worker import RequestContext, ResourceRequirements, worker_function +from gen_worker import ActionContext, ResourceRequirements, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src from gen_worker.types import Asset @@ -53,7 +53,7 @@ def _should_enable_seq_offload() -> bool: def _generate( - ctx: RequestContext, + ctx: ActionContext, pipeline, payload: GenerateInput, model_key: str, @@ -101,7 +101,7 @@ def _generate( @worker_function(_flux_resources) def generate( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ Flux2KleinPipeline, ModelRef(Src.FIXED, "flux2-klein-9b-base"), @@ -113,7 +113,7 @@ def generate( @worker_function(_flux_resources) def generate_turbo( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ Flux2KleinPipeline, ModelRef(Src.FIXED, "flux2-klein-9b-turbo"), @@ -125,7 +125,7 @@ def generate_turbo( @worker_function(_flux_resources) def generate_fp8( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ Flux2KleinPipeline, ModelRef(Src.FIXED, "flux2-klein-9b-base_fp8"), @@ -137,7 +137,7 @@ def generate_fp8( @worker_function(_flux_resources) def generate_turbo_fp8( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ Flux2KleinPipeline, ModelRef(Src.FIXED, "flux2-klein-9b-turbo_fp8"), @@ -149,7 +149,7 @@ def generate_turbo_fp8( @worker_function(_nvfp4_resources) def generate_nvfp4( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ Flux2KleinPipeline, ModelRef(Src.FIXED, "flux2-klein-9b-base_nvfp4"), @@ -161,7 +161,7 @@ def generate_nvfp4( @worker_function(_nvfp4_resources) def generate_turbo_nvfp4( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ Flux2KleinPipeline, ModelRef(Src.FIXED, "flux2-klein-9b-turbo_nvfp4"), diff --git a/examples/image-gen/Dockerfile b/examples/image-gen/Dockerfile index 1203d3c..cd4c800 100644 --- a/examples/image-gen/Dockerfile +++ b/examples/image-gen/Dockerfile @@ -1,14 +1,13 @@ # Tenant-supplied Dockerfile example. # -# - Installs torch in a stable cacheable layer. -# - Installs tenant deps from uv.lock without replacing torch. +# - Installs torch + gen-worker in stable cacheable layers. +# - Installs tenant deps from uv.lock without replacing torch/gen-worker. # - Bakes discovered functions into /app/.tensorhub/endpoint.lock at build time. # ARG PYTHON_VERSION=3.12 FROM ghcr.io/astral-sh/uv:python${PYTHON_VERSION}-bookworm-slim AS cozy_base -ARG CUDA_VERSION=12.8 -ARG UV_TORCH_BACKEND= +ARG UV_TORCH_BACKEND=cu126 ARG TORCH_SPEC="~=2.10.0" WORKDIR /app @@ -24,9 +23,10 @@ RUN --mount=type=cache,id=cozy-apt-cache,target=/var/cache/apt,sharing=locked \ && apt-get clean RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ - backend="${UV_TORCH_BACKEND:-cu$(printf '%s' "${CUDA_VERSION}" | tr -d '.')}" \ - && uv pip install --system --break-system-packages --torch-backend "$backend" \ + uv pip install --system --break-system-packages --torch-backend ${UV_TORCH_BACKEND} \ "torch${TORCH_SPEC}" +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages gen-worker==0.3.0 FROM cozy_base AS cozy_final @@ -34,7 +34,7 @@ COPY pyproject.toml uv.lock /app/ RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ uv export --no-dev --no-hashes --no-sources --no-emit-project --no-emit-local \ - --no-emit-package torch \ + --no-emit-package torch --no-emit-package gen-worker \ -o /tmp/requirements.all.txt \ && grep -Ev '^(torch|triton|nvidia-|cuda-)' /tmp/requirements.all.txt > /tmp/requirements.txt \ && uv pip install --system --break-system-packages --no-deps -r /tmp/requirements.txt diff --git a/examples/image-gen/endpoint.toml b/examples/image-gen/endpoint.toml index de4a700..2daf35f 100644 --- a/examples/image-gen/endpoint.toml +++ b/examples/image-gen/endpoint.toml @@ -7,7 +7,7 @@ main = "image_gen.main" sdxl = { ref = "stabilityai/stable-diffusion-xl-base-1.0", dtypes = ["fp16", "bf16"] } [host.requirements] -cuda = "12.8" +cuda = "12.6" [resources] vram_gb = 12 diff --git a/examples/image-gen/pyproject.toml b/examples/image-gen/pyproject.toml index 7902855..f6074d2 100644 --- a/examples/image-gen/pyproject.toml +++ b/examples/image-gen/pyproject.toml @@ -4,7 +4,7 @@ version = "0.1.0" description = "Image generation function" requires-python = ">=3.12" dependencies = [ - "gen-worker[torch]", + "gen-worker[torch]==0.3.0", "diffusers", "transformers", "accelerate", diff --git a/examples/image-gen/src/image_gen/main.py b/examples/image-gen/src/image_gen/main.py index f9de15d..65999e4 100644 --- a/examples/image-gen/src/image_gen/main.py +++ b/examples/image-gen/src/image_gen/main.py @@ -9,7 +9,7 @@ from diffusers import StableDiffusionXLPipeline from PIL import Image -from gen_worker import RequestContext, ResourceRequirements, worker_function +from gen_worker import ActionContext, ResourceRequirements, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src from gen_worker.types import Asset @@ -46,7 +46,7 @@ class GenerateOutput(msgspec.Struct): @worker_function(sdxl_resources) def generate_image( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ StableDiffusionXLPipeline, ModelRef(Src.FIXED, "sdxl"), @@ -78,7 +78,7 @@ def generate_image( # @worker_function(resources=sdxl_resources) -# def generate_image(ctx: RequestContext, pipeline: DiffusionPipeline = None, prompt_details: dict = None) -> bytes: +# def generate_image(ctx: ActionContext, pipeline: DiffusionPipeline = None, prompt_details: dict = None) -> bytes: # """ # Legacy function: Generates an image and returns raw bytes. # Consider using generate_and_upload_image for complete workflows. @@ -115,7 +115,7 @@ def generate_image( # s3_upload_resources = ResourceRequirements() # @worker_function(resources=s3_upload_resources) -# def upload_image_to_s3(ctx: RequestContext, upload_details: dict) -> Dict[str, str]: +# def upload_image_to_s3(ctx: ActionContext, upload_details: dict) -> Dict[str, str]: # """ # Legacy function: Uploads image bytes to S3. # Consider using generate_and_upload_image for complete workflows. diff --git a/examples/image-gen/uv.lock b/examples/image-gen/uv.lock index 74df27e..481720f 100644 --- a/examples/image-gen/uv.lock +++ b/examples/image-gen/uv.lock @@ -786,7 +786,7 @@ dev = [ requires-dist = [ { name = "accelerate" }, { name = "diffusers" }, - { name = "gen-worker", extras = ["torch"] }, + { name = "gen-worker", extras = ["torch"], specifier = "==0.3.0" }, { name = "pillow" }, { name = "transformers" }, ] diff --git a/examples/marco-polo/Dockerfile b/examples/marco-polo/Dockerfile deleted file mode 100644 index 8090d32..0000000 --- a/examples/marco-polo/Dockerfile +++ /dev/null @@ -1,25 +0,0 @@ -ARG PYTHON_VERSION=3.12 -FROM ghcr.io/astral-sh/uv:python${PYTHON_VERSION}-bookworm-slim - -WORKDIR /app - -ENV UV_CACHE_DIR=/var/cache/uv \ - UV_LINK_MODE=copy \ - HOME=/root \ - XDG_CACHE_HOME=/root/.cache - -COPY pyproject.toml uv.lock /app/ - -RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ - uv export --no-dev --no-hashes --no-sources --no-emit-project --no-emit-local \ - -o /tmp/requirements.txt \ - && uv pip install --system --break-system-packages --no-deps -r /tmp/requirements.txt - -COPY . /app - -RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ - uv pip install --system --break-system-packages --no-deps --no-sources /app \ - && mkdir -p /app/.tensorhub \ - && python -m gen_worker.discover > /app/.tensorhub/endpoint.lock - -ENTRYPOINT ["python", "-m", "gen_worker.entrypoint"] diff --git a/examples/marco-polo/README.md b/examples/marco-polo/README.md deleted file mode 100644 index ae730e7..0000000 --- a/examples/marco-polo/README.md +++ /dev/null @@ -1 +0,0 @@ -Minimal function for testing. \ No newline at end of file diff --git a/examples/marco-polo/endpoint.toml b/examples/marco-polo/endpoint.toml deleted file mode 100644 index 9dc069d..0000000 --- a/examples/marco-polo/endpoint.toml +++ /dev/null @@ -1,7 +0,0 @@ -schema_version = 1 - -name = "marco_polo" -main = "marco_polo.main" - -[resources] -max_inflight_requests = 10 diff --git a/examples/marco-polo/src/marco_polo/__init__.py b/examples/marco-polo/src/marco_polo/__init__.py deleted file mode 100644 index 8b13789..0000000 --- a/examples/marco-polo/src/marco_polo/__init__.py +++ /dev/null @@ -1 +0,0 @@ - diff --git a/examples/marco-polo/src/marco_polo/main.py b/examples/marco-polo/src/marco_polo/main.py deleted file mode 100644 index 2b4d48a..0000000 --- a/examples/marco-polo/src/marco_polo/main.py +++ /dev/null @@ -1,23 +0,0 @@ -import msgspec -from gen_worker import RequestContext, worker_function - - -class MarcoPoloInput(msgspec.Struct): - text: str = "" - - -class MarcoPoloOutput(msgspec.Struct): - response: str - - -@worker_function() -def marco_polo(ctx: RequestContext, data: MarcoPoloInput) -> MarcoPoloOutput: - """Returns 'polo' when input is 'marco'; otherwise a fallback response.""" - # E2E keepalive: deterministic minimal handler used for latency tests. - if ctx.is_canceled(): - raise InterruptedError("Request cancelled") - - if str(data.text or "").strip().lower() == "marco": - return MarcoPoloOutput(response="polo") - - return MarcoPoloOutput(response="Bro you're supposed to say 'marco'!") diff --git a/examples/medasr-transcribe/Dockerfile b/examples/medasr-transcribe/Dockerfile index 8c87c3e..837f56e 100644 --- a/examples/medasr-transcribe/Dockerfile +++ b/examples/medasr-transcribe/Dockerfile @@ -1,15 +1,14 @@ # Tenant-supplied Dockerfile example. # -# - Installs torch in a stable cacheable layer. -# - Installs tenant deps from uv.lock without replacing torch. +# - Installs torch + gen-worker in stable cacheable layers. +# - Installs tenant deps from uv.lock without replacing torch/gen-worker. # - Installs required system libs (libsndfile1) for soundfile. # - Bakes discovered functions into /app/.tensorhub/endpoint.lock at build time. # ARG PYTHON_VERSION=3.12 FROM ghcr.io/astral-sh/uv:python${PYTHON_VERSION}-bookworm-slim AS cozy_base -ARG CUDA_VERSION=12.8 -ARG UV_TORCH_BACKEND= +ARG UV_TORCH_BACKEND=cu126 ARG TORCH_SPEC="~=2.10.0" WORKDIR /app @@ -25,9 +24,10 @@ RUN --mount=type=cache,id=cozy-apt-cache,target=/var/cache/apt,sharing=locked \ && apt-get clean RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ - backend="${UV_TORCH_BACKEND:-cu$(printf '%s' "${CUDA_VERSION}" | tr -d '.')}" \ - && uv pip install --system --break-system-packages --torch-backend "$backend" \ + uv pip install --system --break-system-packages --torch-backend ${UV_TORCH_BACKEND} \ "torch${TORCH_SPEC}" +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages gen-worker==0.3.0 FROM cozy_base AS cozy_final @@ -42,7 +42,7 @@ COPY pyproject.toml uv.lock /app/ RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ uv export --no-dev --no-hashes --no-sources --no-emit-project --no-emit-local \ - --no-emit-package torch \ + --no-emit-package torch --no-emit-package gen-worker \ -o /tmp/requirements.all.txt \ && grep -Ev '^(torch|triton|nvidia-|cuda-)' /tmp/requirements.all.txt > /tmp/requirements.txt \ && uv pip install --system --break-system-packages --no-deps -r /tmp/requirements.txt diff --git a/examples/medasr-transcribe/endpoint.toml b/examples/medasr-transcribe/endpoint.toml index 6362d69..dd7ebeb 100644 --- a/examples/medasr-transcribe/endpoint.toml +++ b/examples/medasr-transcribe/endpoint.toml @@ -7,7 +7,7 @@ main = "medasr_transcribe.main" medasr = { ref = "google/medasr", dtypes = ["fp16", "bf16"] } [host.requirements] -cuda = "12.8" +cuda = "12.6" [resources] vram_gb = 8 diff --git a/examples/medasr-transcribe/pyproject.toml b/examples/medasr-transcribe/pyproject.toml index 44e0889..f2d7c0d 100644 --- a/examples/medasr-transcribe/pyproject.toml +++ b/examples/medasr-transcribe/pyproject.toml @@ -4,7 +4,7 @@ version = "0.1.0" description = "MedASR transcription worker function example" requires-python = ">=3.12" dependencies = [ - "gen-worker[torch]", + "gen-worker[torch]==0.3.0", "numpy", "soundfile", "soxr", diff --git a/examples/medasr-transcribe/src/medasr_transcribe/main.py b/examples/medasr-transcribe/src/medasr_transcribe/main.py index 3956372..7b3b7f0 100644 --- a/examples/medasr-transcribe/src/medasr_transcribe/main.py +++ b/examples/medasr-transcribe/src/medasr_transcribe/main.py @@ -9,7 +9,7 @@ import torch from transformers import AutoModelForCTC, AutoProcessor -from gen_worker import RequestContext, Asset, ResourceRequirements, worker_function +from gen_worker import ActionContext, Asset, ResourceRequirements, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src _MODEL_KEY = "medasr" @@ -25,7 +25,7 @@ class MedASROutput(msgspec.Struct): @worker_function(ResourceRequirements()) def medasr_transcribe( - ctx: RequestContext, + ctx: ActionContext, model: Annotated[AutoModelForCTC, ModelRef(Src.FIXED, _MODEL_KEY)], processor: Annotated[AutoProcessor, ModelRef(Src.FIXED, _MODEL_KEY)], payload: MedASRInput, diff --git a/examples/medasr-transcribe/uv.lock b/examples/medasr-transcribe/uv.lock index 75ae15d..2214c33 100644 --- a/examples/medasr-transcribe/uv.lock +++ b/examples/medasr-transcribe/uv.lock @@ -841,7 +841,7 @@ dev = [ [package.metadata] requires-dist = [ - { name = "gen-worker", extras = ["torch"] }, + { name = "gen-worker", extras = ["torch"], specifier = "==0.3.0" }, { name = "numpy" }, { name = "soundfile" }, { name = "soxr" }, diff --git a/examples/multi-sdxl-checkpoints/Dockerfile b/examples/multi-sdxl-checkpoints/Dockerfile index f4c4f1b..4f87469 100644 --- a/examples/multi-sdxl-checkpoints/Dockerfile +++ b/examples/multi-sdxl-checkpoints/Dockerfile @@ -1,14 +1,13 @@ # Tenant-supplied Dockerfile example. # -# - Installs torch in a stable cacheable layer. -# - Installs tenant deps from uv.lock without replacing torch. +# - Installs torch + gen-worker in stable cacheable layers. +# - Installs tenant deps from uv.lock without replacing torch/gen-worker. # - Bakes discovered functions into /app/.tensorhub/endpoint.lock at build time. # ARG PYTHON_VERSION=3.12 FROM ghcr.io/astral-sh/uv:python${PYTHON_VERSION}-bookworm-slim AS cozy_base -ARG CUDA_VERSION=12.8 -ARG UV_TORCH_BACKEND= +ARG UV_TORCH_BACKEND=cu126 ARG TORCH_SPEC="~=2.10.0" WORKDIR /app @@ -24,10 +23,11 @@ RUN --mount=type=cache,id=cozy-apt-cache,target=/var/cache/apt,sharing=locked \ && apt-get clean RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ - backend="${UV_TORCH_BACKEND:-cu$(printf '%s' "${CUDA_VERSION}" | tr -d '.')}" \ - && uv pip install --system --break-system-packages --torch-backend "$backend" \ + uv pip install --system --break-system-packages --torch-backend ${UV_TORCH_BACKEND} \ "torch${TORCH_SPEC}" +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages gen-worker==0.3.0 FROM cozy_base AS cozy_final @@ -35,7 +35,7 @@ COPY pyproject.toml uv.lock /app/ RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ uv export --no-dev --no-hashes --no-sources --no-emit-project --no-emit-local \ - --no-emit-package torch \ + --no-emit-package torch --no-emit-package gen-worker \ -o /tmp/requirements.all.txt \ && grep -Ev '^(torch|triton|nvidia-|cuda-)' /tmp/requirements.all.txt > /tmp/requirements.txt \ && uv pip install --system --break-system-packages --no-deps -r /tmp/requirements.txt diff --git a/examples/multi-sdxl-checkpoints/endpoint.toml b/examples/multi-sdxl-checkpoints/endpoint.toml index 0a8f312..1fd8208 100644 --- a/examples/multi-sdxl-checkpoints/endpoint.toml +++ b/examples/multi-sdxl-checkpoints/endpoint.toml @@ -4,7 +4,7 @@ name = "multi-sdxl-checkpoints" main = "multi_sdxl_checkpoints.main" [host.requirements] -cuda = "12.8" +cuda = "12.6" [models.generate] sdxl-base = "stabilityai/stable-diffusion-xl-base-1.0" diff --git a/examples/multi-sdxl-checkpoints/pyproject.toml b/examples/multi-sdxl-checkpoints/pyproject.toml index a4a586e..f3ddf56 100644 --- a/examples/multi-sdxl-checkpoints/pyproject.toml +++ b/examples/multi-sdxl-checkpoints/pyproject.toml @@ -4,7 +4,7 @@ version = "0.1.0" description = "Multi SDXL checkpoints example with payload-based model selection" requires-python = ">=3.12" dependencies = [ - "gen-worker[torch]", + "gen-worker[torch]==0.3.0", "diffusers", "transformers", "accelerate", diff --git a/examples/multi-sdxl-checkpoints/src/multi_sdxl_checkpoints/main.py b/examples/multi-sdxl-checkpoints/src/multi_sdxl_checkpoints/main.py index 9bae6c5..cd29ed7 100644 --- a/examples/multi-sdxl-checkpoints/src/multi_sdxl_checkpoints/main.py +++ b/examples/multi-sdxl-checkpoints/src/multi_sdxl_checkpoints/main.py @@ -22,7 +22,7 @@ from diffusers import DiffusionPipeline from PIL import Image -from gen_worker import RequestContext, ResourceRequirements, worker_function +from gen_worker import ActionContext, ResourceRequirements, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src from gen_worker.types import Asset @@ -82,7 +82,7 @@ def _set_seed_and_perf(seed: Optional[int]) -> None: @worker_function(_sdxl_router_resources) def generate( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ DiffusionPipeline, ModelRef(Src.PAYLOAD, "model_key") # Model key comes from payload.model_key diff --git a/examples/multi-sdxl-checkpoints/uv.lock b/examples/multi-sdxl-checkpoints/uv.lock index 872c7f7..07fa718 100644 --- a/examples/multi-sdxl-checkpoints/uv.lock +++ b/examples/multi-sdxl-checkpoints/uv.lock @@ -971,7 +971,7 @@ dev = [ requires-dist = [ { name = "accelerate" }, { name = "diffusers" }, - { name = "gen-worker", extras = ["torch"] }, + { name = "gen-worker", extras = ["torch"], specifier = "==0.3.0" }, { name = "pillow" }, { name = "transformers" }, ] diff --git a/examples/openai-codex/Dockerfile b/examples/openai-codex/Dockerfile index 73fb8fd..b0b3f67 100644 --- a/examples/openai-codex/Dockerfile +++ b/examples/openai-codex/Dockerfile @@ -1,7 +1,7 @@ # Tenant-supplied Dockerfile example: OpenAI Codex CLI worker (Ubuntu 24.04). # # Contract: -# - Installs dependencies from pyproject.toml/uv.lock. +# - Installs gen-worker. # - Runs discovery at build time, baking /app/.tensorhub/endpoint.lock into the image. # - Uses gen-worker as the image ENTRYPOINT. # @@ -53,12 +53,18 @@ RUN set -eu; \ chmod +x /usr/local/bin/codex; \ rm -rf /tmp/codex.tar.gz +# Stable runtime layer. +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages gen-worker==0.3.0 + # Copy lock metadata first (cache-friendly). COPY pyproject.toml uv.lock /app/ RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ uv export --no-dev --no-hashes --no-sources --no-emit-project --no-emit-local \ - -o /tmp/requirements.txt \ + --no-emit-package gen-worker \ + -o /tmp/requirements.all.txt \ + && grep -Ev '^(gen-worker)' /tmp/requirements.all.txt > /tmp/requirements.txt \ && uv pip install --system --break-system-packages --no-deps -r /tmp/requirements.txt # Copy app code late. diff --git a/examples/openai-codex/pyproject.toml b/examples/openai-codex/pyproject.toml index 8f7394f..52f20ed 100644 --- a/examples/openai-codex/pyproject.toml +++ b/examples/openai-codex/pyproject.toml @@ -4,7 +4,7 @@ version = "0.1.0" description = "Example Cozy worker that shells out to OpenAI Codex CLI and streams JSONL events." requires-python = ">=3.12" dependencies = [ - "gen-worker", + "gen-worker==0.3.0", "msgspec", ] diff --git a/examples/openai-codex/src/openai_codex_worker/main.py b/examples/openai-codex/src/openai_codex_worker/main.py index 4f357df..a834f6c 100644 --- a/examples/openai-codex/src/openai_codex_worker/main.py +++ b/examples/openai-codex/src/openai_codex_worker/main.py @@ -5,7 +5,7 @@ import msgspec -from gen_worker import RequestContext, ResourceRequirements, worker_function +from gen_worker import ActionContext, ResourceRequirements, worker_function class CodexExecInput(msgspec.Struct): @@ -20,7 +20,7 @@ class CodexEventDelta(msgspec.Struct): @worker_function(ResourceRequirements()) -def codex_exec(ctx: RequestContext, payload: CodexExecInput) -> Iterator[CodexEventDelta]: +def codex_exec(ctx: ActionContext, payload: CodexExecInput) -> Iterator[CodexEventDelta]: """ Run Codex in headless mode and stream JSONL events as incremental deltas. diff --git a/examples/openai-codex/uv.lock b/examples/openai-codex/uv.lock index 2d01c9e..a3aabb1 100644 --- a/examples/openai-codex/uv.lock +++ b/examples/openai-codex/uv.lock @@ -852,7 +852,7 @@ dependencies = [ [package.metadata] requires-dist = [ - { name = "gen-worker" }, + { name = "gen-worker", specifier = "==0.3.0" }, { name = "msgspec" }, ] diff --git a/examples/qwen-image-2512/Dockerfile b/examples/qwen-image-2512/Dockerfile index 4fae936..6a531e4 100644 --- a/examples/qwen-image-2512/Dockerfile +++ b/examples/qwen-image-2512/Dockerfile @@ -1,14 +1,13 @@ # Tenant-supplied Dockerfile example. # # - Installs torch in a stable cacheable layer. -# - Installs tenant deps from uv.lock without replacing torch. +# - Installs tenant deps from uv.lock without replacing torch/gen-worker. # - Bakes discovered functions into /app/.tensorhub/endpoint.lock at build time. # ARG PYTHON_VERSION=3.12 FROM ghcr.io/astral-sh/uv:python${PYTHON_VERSION}-bookworm-slim AS cozy_base -ARG CUDA_VERSION=12.8 -ARG UV_TORCH_BACKEND= +ARG UV_TORCH_BACKEND=cu126 ARG TORCH_SPEC="~=2.10.0" WORKDIR /app @@ -24,9 +23,10 @@ RUN --mount=type=cache,id=cozy-apt-cache,target=/var/cache/apt,sharing=locked \ && apt-get clean RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ - backend="${UV_TORCH_BACKEND:-cu$(printf '%s' "${CUDA_VERSION}" | tr -d '.')}" \ - && uv pip install --system --break-system-packages --torch-backend "$backend" \ + uv pip install --system --break-system-packages --torch-backend ${UV_TORCH_BACKEND} \ "torch${TORCH_SPEC}" +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages gen-worker==0.3.0 FROM cozy_base AS cozy_final @@ -34,7 +34,7 @@ COPY pyproject.toml uv.lock /app/ RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ uv export --no-dev --no-hashes --no-sources --no-emit-project --no-emit-local \ - --no-emit-package torch \ + --no-emit-package torch --no-emit-package gen-worker \ -o /tmp/requirements.all.txt \ && grep -Ev '^(torch|triton|nvidia-|cuda-)' /tmp/requirements.all.txt > /tmp/requirements.txt \ && uv pip install --system --break-system-packages --no-deps -r /tmp/requirements.txt diff --git a/examples/qwen-image-2512/endpoint.toml b/examples/qwen-image-2512/endpoint.toml index e56bb6b..d0e3bc4 100644 --- a/examples/qwen-image-2512/endpoint.toml +++ b/examples/qwen-image-2512/endpoint.toml @@ -7,7 +7,7 @@ main = "qwen_image_2512.main" qwen_image = { ref = "qwen/qwen-image-2512", dtypes = ["bf16", "fp16"] } [host.requirements] -cuda = "12.8" +cuda = "12.6" [resources] vram_gb = 24 diff --git a/examples/qwen-image-2512/pyproject.toml b/examples/qwen-image-2512/pyproject.toml index 342c9e7..14a3b92 100644 --- a/examples/qwen-image-2512/pyproject.toml +++ b/examples/qwen-image-2512/pyproject.toml @@ -4,7 +4,7 @@ version = "0.1.0" description = "Qwen Image 2512 generation function" requires-python = ">=3.12" dependencies = [ - "gen-worker[torch]", + "gen-worker[torch]==0.3.0", "diffusers @ git+https://github.com/huggingface/diffusers", "transformers>=4.51.3", "accelerate", diff --git a/examples/qwen-image-2512/src/qwen_image_2512/main.py b/examples/qwen-image-2512/src/qwen_image_2512/main.py index e96b585..89d8c9b 100644 --- a/examples/qwen-image-2512/src/qwen_image_2512/main.py +++ b/examples/qwen-image-2512/src/qwen_image_2512/main.py @@ -11,7 +11,7 @@ from diffusers import DiffusionPipeline from PIL import Image -from gen_worker import RequestContext, ResourceRequirements, worker_function +from gen_worker import ActionContext, ResourceRequirements, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src from gen_worker.types import Asset @@ -93,7 +93,7 @@ def _try_compile_transformer(pipeline: DiffusionPipeline) -> None: @worker_function(qwen_resources) def generate( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ DiffusionPipeline, ModelRef(Src.FIXED, "qwen_image"), diff --git a/examples/qwen-image-2512/uv.lock b/examples/qwen-image-2512/uv.lock index b96fbac..77af1b4 100644 --- a/examples/qwen-image-2512/uv.lock +++ b/examples/qwen-image-2512/uv.lock @@ -1598,7 +1598,7 @@ dev = [ requires-dist = [ { name = "accelerate" }, { name = "diffusers", git = "https://github.com/huggingface/diffusers" }, - { name = "gen-worker", extras = ["torch"] }, + { name = "gen-worker", extras = ["torch"], specifier = "==0.3.0" }, { name = "pillow" }, { name = "transformers", specifier = ">=4.51.3" }, ] diff --git a/examples/sd15/Dockerfile b/examples/sd15/Dockerfile index c52a5dc..99bb5a2 100644 --- a/examples/sd15/Dockerfile +++ b/examples/sd15/Dockerfile @@ -1,7 +1,7 @@ # Tenant-supplied Dockerfile example. # -# - Installs torch in a stable cacheable layer. -# - Installs tenant deps from uv.lock without replacing torch. +# - Installs torch + gen-worker in stable cacheable layers. +# - Installs tenant deps from uv.lock without replacing torch/gen-worker. # - Bakes discovered functions into /app/.tensorhub/endpoint.lock at build time. # # Local build (GPU): @@ -10,8 +10,7 @@ ARG PYTHON_VERSION=3.12 FROM ghcr.io/astral-sh/uv:python${PYTHON_VERSION}-bookworm-slim AS cozy_base -ARG CUDA_VERSION=12.8 -ARG UV_TORCH_BACKEND= +ARG UV_TORCH_BACKEND=cu126 ARG TORCH_SPEC="~=2.10.0" WORKDIR /app @@ -28,19 +27,20 @@ RUN --mount=type=cache,id=cozy-apt-cache,target=/var/cache/apt,sharing=locked \ # Stable runtime layers (avoid re-downloading torch/cu libs on every tenant build). RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ - backend="${UV_TORCH_BACKEND:-cu$(printf '%s' "${CUDA_VERSION}" | tr -d '.')}" \ - && uv pip install --system --break-system-packages --torch-backend "$backend" \ + uv pip install --system --break-system-packages --torch-backend ${UV_TORCH_BACKEND} \ "torch${TORCH_SPEC}" +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages gen-worker FROM cozy_base AS cozy_final # Copy lock metadata first so dependency layers are cacheable across source edits. COPY pyproject.toml uv.lock /app/ -# Install tenant dependencies into the global environment without replacing torch. +# Install tenant dependencies into the global environment without replacing torch/gen-worker. RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ uv export --no-dev --no-hashes --no-sources --no-emit-project --no-emit-local \ - --no-emit-package torch \ + --no-emit-package torch --no-emit-package gen-worker \ -o /tmp/requirements.all.txt \ && grep -Ev '^(torch|triton|nvidia-|cuda-)' /tmp/requirements.all.txt > /tmp/requirements.txt \ && uv pip install --system --break-system-packages --no-deps -r /tmp/requirements.txt diff --git a/examples/sd15/Dockerfile.local b/examples/sd15/Dockerfile.local new file mode 100644 index 0000000..959a94c --- /dev/null +++ b/examples/sd15/Dockerfile.local @@ -0,0 +1,72 @@ +# Local-dev Dockerfile for the sd15 example. +# +# Difference vs ./Dockerfile: +# - Installs gen-worker from the local checkout (this repo) so you can test +# unreleased changes. +# +# Build from repo root: +# docker build -f examples/sd15/Dockerfile.local -t cozy-example-sd15-local:dev . +# +ARG PYTHON_VERSION=3.12 +FROM ghcr.io/astral-sh/uv:python${PYTHON_VERSION}-bookworm-slim AS cozy_base + +ARG UV_TORCH_BACKEND=cu126 +ARG TORCH_SPEC="~=2.10.0" + +WORKDIR /app + +ENV UV_CACHE_DIR=/var/cache/uv +ENV UV_LINK_MODE=copy + +RUN --mount=type=cache,id=cozy-apt-cache,target=/var/cache/apt,sharing=locked \ + --mount=type=cache,id=cozy-apt-lists,target=/var/lib/apt/lists,sharing=locked \ + apt-get update && apt-get install -y --no-install-recommends \ + git \ + && apt-get clean + +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages --torch-backend ${UV_TORCH_BACKEND} \ + "torch${TORCH_SPEC}" + +# Install gen-worker from the local checkout. +COPY pyproject.toml uv.lock README.md /gen-worker/ +COPY src/ /gen-worker/src/ +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages /gen-worker + +FROM cozy_base AS cozy_final + +# Copy lock metadata first so dependency layers are cacheable across source edits. +COPY examples/sd15/pyproject.toml examples/sd15/uv.lock /app/ + +# Install tenant dependencies into the global environment without replacing torch/gen-worker. +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv export --no-dev --no-hashes --no-sources --no-emit-project --no-emit-local \ + --no-emit-package torch --no-emit-package gen-worker \ + -o /tmp/requirements.all.txt \ + && grep -Ev '^(torch|triton|nvidia-|cuda-)' /tmp/requirements.all.txt > /tmp/requirements.txt \ + && uv pip install --system --break-system-packages --no-deps -r /tmp/requirements.txt + +# Copy app code late so app edits only invalidate the final layers. +COPY examples/sd15/ /app/ + +# Install the project itself without altering dependency layers. +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages --no-deps --no-sources /app + +# Bake discovered functions into the image so Cozy Hub can read them without executing tenant code. +RUN mkdir -p /app/.tensorhub \ + && python -m gen_worker.discover > /app/.tensorhub/endpoint.lock + +# Run as non-root at runtime. +RUN groupadd --system --gid 10001 cozy \ + && useradd --system --uid 10001 --gid cozy --create-home --home-dir /home/cozy --shell /usr/sbin/nologin cozy \ + && chown -R cozy:cozy /app /home/cozy + +ENV HOME=/home/cozy +ENV XDG_CACHE_HOME=/home/cozy/.cache +ENV HF_HOME=/home/cozy/.cache/huggingface + +USER cozy:cozy + +ENTRYPOINT ["python", "-m", "gen_worker.entrypoint"] diff --git a/examples/sd15/endpoint.toml b/examples/sd15/endpoint.toml index 4248a9f..98d3a69 100644 --- a/examples/sd15/endpoint.toml +++ b/examples/sd15/endpoint.toml @@ -12,7 +12,7 @@ sd15_int4 = { ref = "stable-diffusion-v1-5/stable-diffusion-v1-5", dtypes = ["in [host.requirements] # If cuda is set, the platform treats this worker as requiring an NVIDIA GPU. -cuda = "12.8" +cuda = "12.6" [resources] vram_gb = 8 diff --git a/examples/sd15/pyproject.toml b/examples/sd15/pyproject.toml index 9c83eac..c8fb76b 100644 --- a/examples/sd15/pyproject.toml +++ b/examples/sd15/pyproject.toml @@ -4,7 +4,7 @@ version = "0.1.1" description = "Stable Diffusion 1.5 example (inference-only; Cozy manifest via endpoint.toml)" requires-python = ">=3.12" dependencies = [ - "gen-worker[torch]", + "gen-worker[torch]==0.3.0", "diffusers", "transformers<5", "accelerate", diff --git a/examples/sd15/src/sd15/main.py b/examples/sd15/src/sd15/main.py index aa56eae..e5c5081 100644 --- a/examples/sd15/src/sd15/main.py +++ b/examples/sd15/src/sd15/main.py @@ -9,7 +9,7 @@ from diffusers import StableDiffusionPipeline from PIL import Image -from gen_worker import RequestContext, ResourceRequirements, worker_function +from gen_worker import ActionContext, ResourceRequirements, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src from gen_worker.types import Asset @@ -46,7 +46,7 @@ class GenerateOutput(msgspec.Struct): @worker_function(_sd15_resources) def generate( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ StableDiffusionPipeline, ModelRef(Src.FIXED, "sd15"), @@ -96,7 +96,7 @@ def generate( @worker_function(_sd15_resources) def generate_fp8( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ StableDiffusionPipeline, ModelRef(Src.FIXED, "sd15_fp8"), @@ -114,7 +114,7 @@ def generate_fp8( @worker_function(_sd15_resources) def generate_int8( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ StableDiffusionPipeline, ModelRef(Src.FIXED, "sd15_int8"), @@ -132,7 +132,7 @@ def generate_int8( @worker_function(_sd15_resources) def generate_int4( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ StableDiffusionPipeline, ModelRef(Src.FIXED, "sd15_int4"), diff --git a/examples/sd15/uv.lock b/examples/sd15/uv.lock index aded35c..8574804 100644 --- a/examples/sd15/uv.lock +++ b/examples/sd15/uv.lock @@ -1733,7 +1733,7 @@ requires-dist = [ { name = "accelerate" }, { name = "diffusers" }, { name = "ftfy" }, - { name = "gen-worker", extras = ["torch"] }, + { name = "gen-worker", extras = ["torch"], specifier = "==0.3.0" }, { name = "pillow" }, { name = "torchao" }, { name = "transformers", specifier = "<5" }, diff --git a/examples/marco-polo/.dockerignore b/examples/smoke-test/.dockerignore similarity index 100% rename from examples/marco-polo/.dockerignore rename to examples/smoke-test/.dockerignore diff --git a/examples/smoke-test/Dockerfile b/examples/smoke-test/Dockerfile new file mode 100644 index 0000000..4fab034 --- /dev/null +++ b/examples/smoke-test/Dockerfile @@ -0,0 +1,53 @@ +# Tenant-supplied Dockerfile example (CPU). +# +# - Installs gen-worker in a stable cacheable layer. +# - Installs torch (CPU) so Cozy Hub can record a stable backend version for tagging. +# - Installs tenant deps from uv.lock without reinstalling gen-worker. +# - Bakes discovered functions into /app/.tensorhub/endpoint.lock at build time. +# +ARG PYTHON_VERSION=3.12 +FROM ghcr.io/astral-sh/uv:python${PYTHON_VERSION}-bookworm-slim + +WORKDIR /app + +ENV UV_CACHE_DIR=/var/cache/uv +ENV UV_LINK_MODE=copy + +RUN --mount=type=cache,id=cozy-apt-cache,target=/var/cache/apt,sharing=locked \ + --mount=type=cache,id=cozy-apt-lists,target=/var/lib/apt/lists,sharing=locked \ + apt-get update && apt-get install -y --no-install-recommends \ + git \ + && apt-get clean + +ARG UV_TORCH_BACKEND=cpu +ARG TORCH_SPEC="~=2.10.0" + +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages --torch-backend ${UV_TORCH_BACKEND} \ + "torch${TORCH_SPEC}" + +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages gen-worker==0.3.0 + +COPY pyproject.toml uv.lock /app/ + +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv export --no-dev --no-hashes --no-sources --no-emit-project --no-emit-local \ + --no-emit-package gen-worker --no-emit-package torch \ + -o /tmp/requirements.txt \ + && uv pip install --system --break-system-packages --no-deps -r /tmp/requirements.txt + +COPY . /app + +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages --no-deps --no-sources /app + +RUN mkdir -p /app/.tensorhub \ + && python -m gen_worker.discover > /app/.tensorhub/endpoint.lock + + +ENV HOME=/root +ENV XDG_CACHE_HOME=/root/.cache + + +ENTRYPOINT ["python", "-m", "gen_worker.entrypoint"] diff --git a/examples/smoke-test/README.md b/examples/smoke-test/README.md new file mode 100644 index 0000000..38bb06b --- /dev/null +++ b/examples/smoke-test/README.md @@ -0,0 +1,14 @@ +Simple worker functions for smoke testing the orchestrator. + +Functions: +- `add_numbers` - adds two integers +- `multiply_numbers` - multiplies two integers +- `image_gen_action` - smoke image generation (returns real `Asset` outputs; no ML) +- `token_stream` - incremental output example (LLM-style token streaming) +- `caption_prompts` - multi-item request example (`prompts[]`) for orchestrator split/combine + correlation tests + +Notes: +- `image_gen_action` returns a list of output `Asset`s. Each asset is written via `ctx.save_bytes(...)` under + `runs//outputs/` so the orchestrator/file API can store it like a real request output. +- `caption_prompts` keeps item order stable and emits request-scoped progress, making it a good test target for + orchestrator split/combine aggregation flows. diff --git a/examples/smoke-test/endpoint.toml b/examples/smoke-test/endpoint.toml new file mode 100644 index 0000000..a979f9d --- /dev/null +++ b/examples/smoke-test/endpoint.toml @@ -0,0 +1,10 @@ +schema_version = 1 + +name = "smoke-test" +main = "smoke_test.main" + +[functions.caption_prompts] +batch_dimension = "prompts" + +[resources] +max_inflight_requests = 8 diff --git a/examples/marco-polo/pyproject.toml b/examples/smoke-test/pyproject.toml similarity index 66% rename from examples/marco-polo/pyproject.toml rename to examples/smoke-test/pyproject.toml index 4674920..858525b 100644 --- a/examples/marco-polo/pyproject.toml +++ b/examples/smoke-test/pyproject.toml @@ -1,10 +1,10 @@ [project] -name = "marco_polo" -version = "1.0.0" -description = "Simple function for testing" +name = "smoke-test" +version = "0.1.0" +description = "Simple worker functions for smoke testing" requires-python = ">=3.12" dependencies = [ - "gen-worker>=0.3.10", + "gen-worker==0.3.0", ] [dependency-groups] @@ -15,7 +15,7 @@ requires = ["hatchling"] build-backend = "hatchling.build" [tool.hatch.build.targets.wheel] -packages = ["src/marco_polo"] +packages = ["src/smoke_test"] [tool.mypy] python_version = "3.12" diff --git a/examples/smoke-test/src/smoke_test/__init__.py b/examples/smoke-test/src/smoke_test/__init__.py new file mode 100644 index 0000000..c3616e0 --- /dev/null +++ b/examples/smoke-test/src/smoke_test/__init__.py @@ -0,0 +1 @@ +"""Package marker for example worker module.""" diff --git a/examples/smoke-test/src/smoke_test/example.py b/examples/smoke-test/src/smoke_test/example.py new file mode 100644 index 0000000..fc32006 --- /dev/null +++ b/examples/smoke-test/src/smoke_test/example.py @@ -0,0 +1,148 @@ +import time +import base64 +from typing import Iterator, List + +import msgspec + +from gen_worker import ActionContext, ResourceRequirements, worker_function +from gen_worker.types import Asset + + +class ImageGenInput(msgspec.Struct): + """Input parameters for image generation.""" + + prompt: str = "a tiny test image" + width: int = 1 + height: int = 1 + num_images: int = 1 + + +class ImageGenOutput(msgspec.Struct): + """Output from image generation (real file output).""" + + images: List[Asset] + + +# 1x1 PNG (valid image bytes). This is deterministic and avoids pulling in Pillow. +_PNG_1X1 = base64.b64decode( + "iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mP8/x8AAwMBAAEnnX8AAAAASUVORK5CYII=" +) + + +@worker_function(ResourceRequirements()) +def image_gen_action(ctx: ActionContext, data: ImageGenInput) -> ImageGenOutput: + """Example image generation function that returns real output Assets. + + This is a smoke test: it does not run ML inference. It validates: + - request/response msgspec serialization + - output file creation + upload path wiring (ctx.save_bytes) + """ + if ctx.is_canceled(): + raise InterruptedError("Task cancelled") + + out: List[Asset] = [] + n = max(1, int(data.num_images)) + for i in range(n): + ref = f"runs/{ctx.request_id}/outputs/image-{i+1}.png" + out.append(ctx.save_bytes(ref, _PNG_1X1)) + return ImageGenOutput(images=out) + + +class AddInput(msgspec.Struct): + a: int = 0 + b: int = 0 + + +class AddOutput(msgspec.Struct): + result: int + + +@worker_function(ResourceRequirements()) +def add_numbers(ctx: ActionContext, data: AddInput) -> AddOutput: + """Example function that adds two numbers.""" + if ctx.is_canceled(): + raise InterruptedError("Task cancelled") + time.sleep(0.1) + return AddOutput(result=data.a + data.b) + + +class MultiplyInput(msgspec.Struct): + a: int = 0 + b: int = 0 + + +class MultiplyOutput(msgspec.Struct): + result: int + + +@worker_function(ResourceRequirements()) +def multiply_numbers(ctx: ActionContext, data: MultiplyInput) -> MultiplyOutput: + """Example function that multiplies two numbers.""" + if ctx.is_canceled(): + raise InterruptedError("Task cancelled") + time.sleep(0.1) + return MultiplyOutput(result=data.a * data.b) + + +class TokenDelta(msgspec.Struct): + delta: str + + +class StreamInput(msgspec.Struct): + text: str + delay_ms: int = 25 + + +@worker_function(ResourceRequirements()) +def token_stream(ctx: ActionContext, data: StreamInput) -> Iterator[TokenDelta]: + """Example incremental-output function (LLM-style token deltas).""" + for ch in data.text: + if ctx.is_canceled(): + raise InterruptedError("Task cancelled") + yield TokenDelta(delta=ch) + if data.delay_ms > 0: + time.sleep(data.delay_ms / 1000.0) + + +class PromptBatchInput(msgspec.Struct): + """Example multi-item request payload (partition axis: input.prompts[]).""" + + prompts: List[str] + style: str = "neutral" + + +class PromptCaption(msgspec.Struct): + index: int + prompt: str + caption: str + + +class PromptBatchOutput(msgspec.Struct): + items: List[PromptCaption] + + +@worker_function(ResourceRequirements()) +def caption_prompts(ctx: ActionContext, data: PromptBatchInput) -> PromptBatchOutput: + """Example multi-item request handler for input.prompts[]. + + This function is intentionally simple and deterministic so it can be used in + e2e tests for partitioning and output correlation. + """ + if ctx.is_canceled(): + raise InterruptedError("Task cancelled") + + out: List[PromptCaption] = [] + total = max(1, len(data.prompts)) + for i, prompt in enumerate(data.prompts): + if ctx.is_canceled(): + raise InterruptedError("Task cancelled") + text = str(prompt or "").strip() + out.append( + PromptCaption( + index=i, + prompt=text, + caption=f"[{data.style}] {text}" if text else f"[{data.style}]", + ) + ) + ctx.progress((i + 1) / total, stage="multi_item_request") + return PromptBatchOutput(items=out) diff --git 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a/examples/z-image-lora/Dockerfile +++ b/examples/z-image-lora/Dockerfile @@ -1,14 +1,13 @@ # Tenant-supplied Dockerfile example. # -# - Installs torch in a stable cacheable layer. -# - Installs tenant deps from uv.lock without replacing torch. +# - Installs torch + gen-worker in stable cacheable layers. +# - Installs tenant deps from uv.lock without replacing torch/gen-worker. # - Bakes discovered functions into /app/.tensorhub/endpoint.lock at build time. # ARG PYTHON_VERSION=3.12 FROM ghcr.io/astral-sh/uv:python${PYTHON_VERSION}-bookworm-slim AS cozy_base -ARG CUDA_VERSION=12.8 -ARG UV_TORCH_BACKEND= +ARG UV_TORCH_BACKEND=cu126 ARG TORCH_SPEC="~=2.10.0" WORKDIR /app @@ -24,9 +23,10 @@ RUN --mount=type=cache,id=cozy-apt-cache,target=/var/cache/apt,sharing=locked \ && apt-get clean RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ - backend="${UV_TORCH_BACKEND:-cu$(printf '%s' "${CUDA_VERSION}" | tr -d '.')}" \ - && uv pip install --system --break-system-packages --torch-backend "$backend" \ + uv pip install --system --break-system-packages --torch-backend ${UV_TORCH_BACKEND} \ "torch${TORCH_SPEC}" +RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ + uv pip install --system --break-system-packages gen-worker==0.3.0 FROM cozy_base AS cozy_final @@ -34,7 +34,7 @@ COPY pyproject.toml uv.lock /app/ RUN --mount=type=cache,id=cozy-uv-cache,target=/var/cache/uv,sharing=locked \ uv export --no-dev --no-hashes --no-sources --no-emit-project --no-emit-local \ - --no-emit-package torch \ + --no-emit-package torch --no-emit-package gen-worker \ -o /tmp/requirements.all.txt \ && grep -Ev '^(torch|triton|nvidia-|cuda-)' /tmp/requirements.all.txt > /tmp/requirements.txt \ && uv pip install --system --break-system-packages --no-deps -r /tmp/requirements.txt diff --git a/examples/z-image-lora/endpoint.toml b/examples/z-image-lora/endpoint.toml index 08f5fcf..080fb51 100644 --- a/examples/z-image-lora/endpoint.toml +++ b/examples/z-image-lora/endpoint.toml @@ -7,7 +7,7 @@ main = "z_image_lora.main" z-image-turbo = { ref = "tongyi-mai/z-image-turbo", dtypes = ["bf16", "fp16"] } [host.requirements] -cuda = "12.8" +cuda = "12.6" [resources] vram_gb = 16 diff --git a/examples/z-image-lora/pyproject.toml b/examples/z-image-lora/pyproject.toml index 77dc2f0..e13f00f 100644 --- a/examples/z-image-lora/pyproject.toml +++ b/examples/z-image-lora/pyproject.toml @@ -4,7 +4,7 @@ version = "0.1.0" description = "Image generation with dynamic LoRA loading (z-image pattern)" requires-python = ">=3.12" dependencies = [ - "gen-worker[torch]", + "gen-worker[torch]==0.3.0", "diffusers>=0.36.0", "transformers", "accelerate", diff --git a/examples/z-image-lora/src/z_image_lora/main.py b/examples/z-image-lora/src/z_image_lora/main.py index b24d060..16bb47a 100644 --- a/examples/z-image-lora/src/z_image_lora/main.py +++ b/examples/z-image-lora/src/z_image_lora/main.py @@ -19,7 +19,7 @@ from diffusers import DiffusionPipeline from PIL import Image -from gen_worker import RequestContext, ResourceRequirements, worker_function +from gen_worker import ActionContext, ResourceRequirements, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src from gen_worker.types import Asset @@ -67,7 +67,7 @@ class GenerateOutput(msgspec.Struct): @worker_function(_z_image_resources) def generate_with_loras( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ DiffusionPipeline, ModelRef(Src.FIXED, "z-image-turbo"), diff --git a/examples/z-image-lora/uv.lock b/examples/z-image-lora/uv.lock index cf8fe8f..aed4a1d 100644 --- a/examples/z-image-lora/uv.lock +++ b/examples/z-image-lora/uv.lock @@ -2088,7 +2088,7 @@ dev = [ requires-dist = [ { name = "accelerate" }, { name = "diffusers", specifier = ">=0.36.0" }, - { name = "gen-worker", extras = ["torch"] }, + { name = "gen-worker", extras = ["torch"], specifier = "==0.3.0" }, { name = "peft" }, { name = "pillow" }, { name = "transformers" }, diff --git a/pyproject.toml b/pyproject.toml index a1e0f40..cb741d9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "gen-worker" -version = "0.3.10" +version = "0.3.7" description = "A library used to build custom functions in Cozy Creator's serverless function platform." readme = "README.md" license = "MIT" diff --git a/src/gen_worker/__init__.py b/src/gen_worker/__init__.py index 84f37bc..6fc73af 100644 --- a/src/gen_worker/__init__.py +++ b/src/gen_worker/__init__.py @@ -1,7 +1,7 @@ # Make src/gen_worker a Python package from .decorators import ResourceRequirements, worker_function, worker_websocket from .injection import ModelRef, ModelRefSource -from .worker import RequestContext, RealtimeSocket +from .worker import ActionContext, RealtimeSocket from .errors import AuthError, RetryableError, FatalError from .types import Asset from .model_interface import ModelManager @@ -38,7 +38,7 @@ "ResourceRequirements", "ModelRef", "ModelRefSource", - "RequestContext", + "ActionContext", "RealtimeSocket", "AuthError", "RetryableError", diff --git a/src/gen_worker/cozy_cas.py b/src/gen_worker/cozy_cas.py index d871f1d..0cdfb64 100644 --- a/src/gen_worker/cozy_cas.py +++ b/src/gen_worker/cozy_cas.py @@ -307,16 +307,26 @@ def _safe_symlink_dir(target: Path, link: Path) -> None: max_value=30, # cap backoff at 30s between retries ) async def _download_one_file(url: str, dst: Path, expected_size: int, expected_blake3: str) -> None: - import fcntl + """Download a single file with HTTP Range resume, size + blake3 validation. + + Fully async — no blocking calls that would stall the event loop. + Caller is responsible for ensuring only one coroutine downloads a given + dst at a time (dedup by digest in _ensure_blobs). + """ import logging log = logging.getLogger("gen_worker.download") - log.info("download_start path=%s expected_size=%s expected_blake3=%s", dst.name, expected_size, (expected_blake3 or "")[:16]) - print(f"DEBUG download_start path={dst.name} expected_size={expected_size} expected_blake3={(expected_blake3 or '')[:16]}") + def _human_size(n: int) -> str: + if n >= 1 << 30: + return f"{n / (1 << 30):.1f}GB" + if n >= 1 << 20: + return f"{n / (1 << 20):.1f}MB" + if n >= 1 << 10: + return f"{n / (1 << 10):.1f}KB" + return f"{n}B" + # Already downloaded and valid? if dst.exists(): - log.info("dst_exists path=%s size=%s", dst, dst.stat().st_size) - print(f"DEBUG dst_exists path={dst} size={dst.stat().st_size}") try: if expected_size and dst.stat().st_size != expected_size: raise ValueError("size mismatch") @@ -324,142 +334,109 @@ async def _download_one_file(url: str, dst: Path, expected_size: int, expected_b got = _blake3_file(dst) if got.lower() != expected_blake3.lower(): raise ValueError("blake3 mismatch") + log.info("download_cached path=%s size=%s", dst.name, _human_size(dst.stat().st_size)) return except Exception: - # Fall through to re-download. - pass - - # Use sock_read instead of total timeout so actively-streaming large files - # are not killed. total=None lets multi-GB downloads run as long as data - # keeps flowing; sock_read=120 catches genuine stalls. - timeout = aiohttp.ClientTimeout(total=None, sock_connect=float(os.getenv("WORKER_MODEL_DOWNLOAD_SOCK_CONNECT_TIMEOUT_S", "60")), - sock_read=float(os.getenv("WORKER_MODEL_DOWNLOAD_SOCK_READ_TIMEOUT_S", "180"))) + pass # re-download + + timeout = aiohttp.ClientTimeout( + total=None, + sock_connect=float(os.getenv("WORKER_MODEL_DOWNLOAD_SOCK_CONNECT_TIMEOUT_S", "60")), + sock_read=float(os.getenv("WORKER_MODEL_DOWNLOAD_SOCK_READ_TIMEOUT_S", "180")), + ) tmp = dst.with_suffix(dst.suffix + ".part") - lock_path = dst.with_suffix(dst.suffix + ".lock") - # File-level exclusive lock: prevents concurrent writes to the same .part - # file even from different async tasks or downloader instances. - lock_path.parent.mkdir(parents=True, exist_ok=True) - lock_fd = open(lock_path, "w") - try: - fcntl.flock(lock_fd.fileno(), fcntl.LOCK_EX) - print(f"DEBUG file_lock_acquired path={dst.name}") - - # Re-check dst after acquiring the lock — another holder might have - # already completed the download while we waited. - if dst.exists(): - try: - if expected_size and dst.stat().st_size != expected_size: - raise ValueError("size mismatch after lock") - if expected_blake3: - got = _blake3_file(dst) - if got.lower() != expected_blake3.lower(): - raise ValueError("blake3 mismatch after lock") - print(f"DEBUG file_lock_dst_completed path={dst.name} (another writer finished)") - return - except Exception: - pass - - # If we have a partial file, try to resume via HTTP Range. - offset = 0 - if tmp.exists(): - try: - offset = tmp.stat().st_size - except OSError: - # Another coroutine may have renamed tmp→dst between the exists() check and stat(). - offset = 0 - if offset: - log.info("resume_attempt path=%s offset=%s expected_size=%s", dst.name, offset, expected_size) - print(f"DEBUG resume_attempt path={dst.name} offset={offset} expected_size={expected_size}") - if expected_size and offset > expected_size: - tmp.unlink(missing_ok=True) - offset = 0 - - # If the partial file is already complete, validate + finalize. - if offset and expected_size and offset == expected_size: - got = _blake3_file(tmp) - if expected_blake3 and got.lower() != expected_blake3.lower(): - tmp.unlink(missing_ok=True) - else: - tmp.rename(dst) - return - - headers: Dict[str, str] = {} - mode = "wb" - if offset and expected_size: - headers["Range"] = f"bytes={offset}-" - mode = "ab" - print(f"DEBUG range_header path={dst.name} Range=bytes={offset}- mode={mode}") - - async def _stream_to_file(resp: aiohttp.ClientResponse, *, mode: str, start: int) -> None: - nonlocal expected_size - size = start - with open(tmp, mode) as f: - async for chunk in resp.content.iter_chunked(1 << 20): - if not chunk: - continue - f.write(chunk) - size += len(chunk) - if expected_size and size > expected_size: - raise ValueError("download exceeded expected size") - - async with aiohttp.ClientSession(timeout=timeout) as session: - async with session.get(url, headers=headers) as resp: - content_range = str(resp.headers.get("Content-Range") or "").strip() - print(f"DEBUG http_response path={dst.name} status={resp.status} content_range={content_range!r} content_length={resp.headers.get('Content-Length', 'unknown')} offset={offset}") - # If the server ignored our Range request, restart from scratch to avoid - # duplicating bytes by appending a full response. - # Some gateways can return 206 with an unexpected range start. - # Treat that the same as a 200-on-resume and restart from byte 0. - if offset and ( - resp.status == 200 - or ( - resp.status == 206 - and not content_range.startswith(f"bytes {offset}-") - ) - ): - print(f"DEBUG range_ignored path={dst.name} status={resp.status} content_range={content_range!r} restarting_from_zero=True") - resp.release() - async with session.get(url) as resp2: - resp2.raise_for_status() - print(f"DEBUG range_restart path={dst.name} status={resp2.status} content_length={resp2.headers.get('Content-Length', 'unknown')}") - await _stream_to_file(resp2, mode="wb", start=0) - else: - resp.raise_for_status() - await _stream_to_file(resp, mode=mode, start=offset) - - # Validate final file. - actual_size = tmp.stat().st_size - log.info("download_complete path=%s actual_size=%s expected_size=%s", dst.name, actual_size, expected_size) - print(f"DEBUG download_complete path={dst.name} actual_size={actual_size} expected_size={expected_size}") - if expected_size and actual_size != expected_size: - log.error("size_mismatch path=%s expected=%s got=%s url=%s", dst.name, expected_size, actual_size, url[:80]) - print(f"DEBUG size_mismatch path={dst.name} expected={expected_size} got={actual_size} url={url[:80]}") - tmp.unlink(missing_ok=True) - raise ValueError(f"size mismatch (expected {expected_size}, got {actual_size})") - if expected_blake3: - got = _blake3_file(tmp) - log.info("blake3_check path=%s expected=%s got=%s", dst.name, (expected_blake3 or "")[:16], got[:16]) - print(f"DEBUG blake3_check path={dst.name} expected={(expected_blake3 or '')[:16]} got={got[:16]}") - if got.lower() != expected_blake3.lower(): - log.error("blake3_mismatch path=%s", dst.name) - print(f"DEBUG blake3_mismatch path={dst.name}") - tmp.unlink(missing_ok=True) - raise ValueError("blake3 mismatch") - # A concurrent coroutine may have already renamed tmp→dst (won the race). - # Use an atomic replace so we don't fail if dst now exists. + # Resume from partial download if available. + offset = 0 + if tmp.exists(): try: - tmp.replace(dst) + offset = tmp.stat().st_size except OSError: - # dst was created by another coroutine; .part is stale, just remove it. + offset = 0 + if expected_size and offset > expected_size: tmp.unlink(missing_ok=True) - finally: - fcntl.flock(lock_fd.fileno(), fcntl.LOCK_UN) - lock_fd.close() - try: - lock_path.unlink(missing_ok=True) - except OSError: - pass + offset = 0 + + # Partial file already complete? Validate and finalize. + if offset and expected_size and offset == expected_size: + got = _blake3_file(tmp) + if expected_blake3 and got.lower() != expected_blake3.lower(): + log.warning("partial_corrupt path=%s (blake3 mismatch, restarting)", dst.name) + tmp.unlink(missing_ok=True) + offset = 0 + else: + tmp.rename(dst) + log.info("download_resumed_complete path=%s size=%s", dst.name, _human_size(expected_size)) + return + + headers: Dict[str, str] = {} + mode = "wb" + if offset and expected_size: + headers["Range"] = f"bytes={offset}-" + mode = "ab" + log.info("download_resume path=%s offset=%s/%s (%s/%s)", + dst.name, offset, expected_size, + _human_size(offset), _human_size(expected_size)) + else: + log.info("download_start path=%s size=%s blake3=%s", + dst.name, _human_size(expected_size) if expected_size else "unknown", + (expected_blake3 or "n/a")[:16]) + + async def _stream(resp: aiohttp.ClientResponse, *, write_mode: str, start: int) -> None: + downloaded = start + last_log = start + log_every = max(expected_size // 10, 50 << 20) if expected_size else (100 << 20) + with open(tmp, write_mode) as f: + async for chunk in resp.content.iter_chunked(1 << 20): + if not chunk: + continue + f.write(chunk) + downloaded += len(chunk) + if expected_size and downloaded > expected_size: + raise ValueError(f"download exceeded expected size ({downloaded} > {expected_size})") + if downloaded - last_log >= log_every: + pct = f" ({100 * downloaded // expected_size}%)" if expected_size else "" + log.info("download_progress path=%s downloaded=%s%s", + dst.name, _human_size(downloaded), pct) + last_log = downloaded + + async with aiohttp.ClientSession(timeout=timeout) as session: + async with session.get(url, headers=headers) as resp: + content_range = str(resp.headers.get("Content-Range") or "").strip() + + # Server ignored Range or returned unexpected range start? + # Restart from byte 0 to avoid corrupted appends. + if offset and ( + resp.status == 200 + or (resp.status == 206 and not content_range.startswith(f"bytes {offset}-")) + ): + log.info("download_range_ignored path=%s status=%s (restarting from 0)", dst.name, resp.status) + resp.release() + async with session.get(url) as resp2: + resp2.raise_for_status() + await _stream(resp2, write_mode="wb", start=0) + else: + resp.raise_for_status() + await _stream(resp, write_mode=mode, start=offset) + + # Validate. + actual_size = tmp.stat().st_size + if expected_size and actual_size != expected_size: + log.error("download_size_mismatch path=%s expected=%s got=%s", dst.name, expected_size, actual_size) + tmp.unlink(missing_ok=True) + raise ValueError(f"size mismatch (expected {expected_size}, got {actual_size})") + + if expected_blake3: + got = _blake3_file(tmp) + if got.lower() != expected_blake3.lower(): + log.error("download_blake3_mismatch path=%s expected=%s got=%s", + dst.name, expected_blake3[:16], got[:16]) + tmp.unlink(missing_ok=True) + raise ValueError("blake3 mismatch") + + # Atomic finalize. + tmp.replace(dst) + log.info("download_done path=%s size=%s", dst.name, _human_size(actual_size)) def _blake3_file(path: Path, chunk_size: int = 1 << 20) -> str: diff --git a/src/gen_worker/cozy_pipeline_spec.py b/src/gen_worker/cozy_pipeline_spec.py index c8c80f0..21fa5a7 100644 --- a/src/gen_worker/cozy_pipeline_spec.py +++ b/src/gen_worker/cozy_pipeline_spec.py @@ -1,21 +1,16 @@ from __future__ import annotations import json -import logging import os -import tomllib from dataclasses import dataclass from pathlib import Path from typing import Any, Dict, Optional, Tuple import yaml -logger = logging.getLogger(__name__) COZY_PIPELINE_LOCK_FILENAME = "cozy.pipeline.lock.yaml" COZY_PIPELINE_FILENAME = "cozy.pipeline.yaml" -PIPELINE_LOCK_TOML_FILENAME = "pipeline.lock" -PIPELINE_TOML_FILENAME = "pipeline.toml" DIFFUSERS_MODEL_INDEX_FILENAME = "model_index.json" @@ -38,13 +33,6 @@ def custom_pipeline_path(self) -> Optional[str]: s = str(v).strip() return s or None - @property - def variant(self) -> Optional[str]: - """Diffusers variant (e.g. 'fp16', 'fp8') from the pipeline spec.""" - pipe = self.raw.get("pipe") or {} - v = str(pipe.get("variant") or "").strip() - return v or None - def _safe_child_path(root: Path, rel: str) -> Path: # Ensure rel doesn't escape root (best-effort). @@ -62,41 +50,24 @@ def load_cozy_pipeline_spec(model_root: Path) -> Optional[CozyPipelineSpec]: This is a worker-side helper used during pipeline loading to implement: - prefer `cozy.pipeline.lock.yaml` when present - fall back to `cozy.pipeline.yaml` otherwise - - fall back to `pipeline.lock` / `pipeline.toml` (TOML) if no YAML found """ root = Path(model_root) lock_path = root / COZY_PIPELINE_LOCK_FILENAME spec_path = lock_path if lock_path.exists() else (root / COZY_PIPELINE_FILENAME) - if spec_path.exists(): - raw = yaml.safe_load(spec_path.read_text(encoding="utf-8")) - if not isinstance(raw, dict): - raise ValueError("invalid cozy pipeline spec (expected mapping)") - api = str(raw.get("apiVersion") or "").strip() - kind = str(raw.get("kind") or "").strip() - if api and api != "v1": - raise ValueError(f"unsupported cozy pipeline apiVersion: {api!r}") - if kind and kind != "DiffusersPipeline": - raise ValueError(f"unsupported cozy pipeline kind: {kind!r}") - logger.info("DEBUG loaded cozy pipeline spec from %s", spec_path.name) - return CozyPipelineSpec(source_path=spec_path, raw=raw) - - # Fallback: read pipeline.lock / pipeline.toml (TOML format, stored by tensorhub ingest). - toml_lock = root / PIPELINE_LOCK_TOML_FILENAME - toml_spec = toml_lock if toml_lock.exists() else (root / PIPELINE_TOML_FILENAME) - if toml_spec.exists(): - raw = tomllib.loads(toml_spec.read_text(encoding="utf-8")) - if not isinstance(raw, dict): - raise ValueError("invalid pipeline toml (expected mapping)") - api = str(raw.get("apiVersion") or "").strip() - kind = str(raw.get("kind") or "").strip() - if api and api != "v1": - raise ValueError(f"unsupported pipeline toml apiVersion: {api!r}") - if kind and kind != "DiffusersPipeline": - raise ValueError(f"unsupported pipeline toml kind: {kind!r}") - logger.info("DEBUG loaded cozy pipeline spec from %s (toml fallback)", toml_spec.name) - return CozyPipelineSpec(source_path=toml_spec, raw=raw) - - return None + if not spec_path.exists(): + return None + + raw = yaml.safe_load(spec_path.read_text(encoding="utf-8")) + if not isinstance(raw, dict): + raise ValueError("invalid cozy pipeline spec (expected mapping)") + api = str(raw.get("apiVersion") or "").strip() + kind = str(raw.get("kind") or "").strip() + if api and api != "v1": + raise ValueError(f"unsupported cozy pipeline apiVersion: {api!r}") + if kind and kind != "DiffusersPipeline": + raise ValueError(f"unsupported cozy pipeline kind: {kind!r}") + + return CozyPipelineSpec(source_path=spec_path, raw=raw) def cozy_custom_pipeline_arg(model_root: Path, spec: CozyPipelineSpec) -> Optional[str]: diff --git a/src/gen_worker/cozy_snapshot_v2_downloader.py b/src/gen_worker/cozy_snapshot_v2_downloader.py index f15020c..645def1 100644 --- a/src/gen_worker/cozy_snapshot_v2_downloader.py +++ b/src/gen_worker/cozy_snapshot_v2_downloader.py @@ -2,58 +2,47 @@ import asyncio import json +import logging import os import re import shutil import threading from pathlib import Path -from typing import Any, Coroutine, Dict, List, Optional +from typing import Any, Coroutine, Dict, List, Optional, Set -from .cozy_cas import _download_one_file as _download_one_file # reuse verified Range-resume downloader +from .cozy_cas import _download_one_file as _download_one_file from .cozy_cas import _norm_rel_path from .tensorhub_policy import default_resolve_preferences, detect_worker_capabilities from .tensorhub_v2 import CozyHubV2Client, CozyHubResolveArtifactResult, CozyHubSnapshotFile from .model_refs import CozyRef -# Module-global blob download locks shared across ALL CozySnapshotV2Downloader -# instances. Without this, concurrent callers (startup prefetch, task handler, -# LoadModelCommand) each create their own downloader instance with separate -# _blob_locks dicts, allowing parallel writes to the same .part file and -# causing file corruption (interleaved appends → oversized / invalid blobs). +_log = logging.getLogger("gen_worker.download") -# threading.Lock (not asyncio.Lock) is used so that the locks work correctly -# even when callers run in different event loops (e.g. startup prefetch via -# asyncio.run() in a thread vs. LoadModelCommand on the main loop). -_GLOBAL_BLOB_LOCKS_LOCK = threading.Lock() -_GLOBAL_BLOB_LOCKS: Dict[str, threading.Lock] = {} +# --------------------------------------------------------------------------- +# Snapshot build coordination (threading-based, works across event loops) +# --------------------------------------------------------------------------- class _SnapshotEntry: - """Coordinates concurrent snapshot builds: one builder, zero-or-more waiters.""" + """One builder, zero-or-more waiters.""" def __init__(self) -> None: - self.event = threading.Event() # set when snap_dir is ready (or build failed) + self.event = threading.Event() self.exception: Optional[BaseException] = None -_GLOBAL_SNAPSHOT_LOCKS_LOCK = threading.Lock() -_GLOBAL_SNAPSHOT_LOCKS: Dict[str, _SnapshotEntry] = {} +_SNAP_LOCK = threading.Lock() +_SNAP_ENTRIES: Dict[str, _SnapshotEntry] = {} -def _get_blob_lock(digest: str) -> threading.Lock: - """Return (or create) a per-digest threading.Lock from the module-global map.""" - with _GLOBAL_BLOB_LOCKS_LOCK: - lock = _GLOBAL_BLOB_LOCKS.get(digest) - if lock is None: - lock = threading.Lock() - _GLOBAL_BLOB_LOCKS[digest] = lock - return lock - +# --------------------------------------------------------------------------- +# Helpers +# --------------------------------------------------------------------------- def _blob_path(blobs_root: Path, digest: str) -> Path: digest = (digest or "").strip().lower() if len(digest) < 4: - raise ValueError("invalid blake3 digest") + raise ValueError(f"invalid blake3 digest: {digest!r}") return blobs_root / "blake3" / digest[:2] / digest[2:4] / digest @@ -61,25 +50,23 @@ def _blob_path(blobs_root: Path, digest: str) -> Path: def _strip_blake3_prefix(digest: str) -> str: - """Strip the 'blake3:' scheme prefix if present, returning the bare hex.""" + """'blake3:abcd...' -> 'abcd...'""" d = (digest or "").strip().lower() if d.startswith("blake3:"): - d = d[len("blake3:"):] + return d[7:] return d def _is_part_file(path: str) -> bool: - """Return True if the path is a chunked part file (e.g. foo.part0001).""" return bool(_PART_FILE_RE.search(path)) def _is_parts_manifest(path: str) -> bool: - """Return True if the path is a chunked-blob manifes (e.g. foo.parts.json).""" return path.endswith(".parts.json") -def _resolve_field(obj: Any, *keys: str) -> Any: - """Get a field from either a dict or an attribute-bearing object, trying keys in order.""" +def _field(obj: Any, *keys: str) -> Any: + """Read a field from dict or object, trying keys in order.""" for k in keys: if isinstance(obj, dict): v = obj.get(k) @@ -106,38 +93,33 @@ def _try_hardlink_or_copy(src: Path, dst: Path) -> None: shutil.copy2(src, dst) -def _coerce_resolved_model(ref: CozyRef, resolved: Any) -> CozyHubResolveArtifactResult: - """Coerce an orchestrator-provided resolved model object into CozyHubResolveArtifactResult. - - Handles two wire shapes: - - Legacy: .snapshot_digest (bare hex) + .files[] - - v2: .snapshot_digest ('blake3:...' prefixed) + .entries[] (new chunked-blob format) +# --------------------------------------------------------------------------- +# Coerce orchestrator wire format -> internal type +# --------------------------------------------------------------------------- - Both protobuf attribute access and plain-dict access are supported. - """ - snapshot_digest = str(_resolve_field(resolved, "snapshot_digest", "snapshotDigest") or "").strip() +def _coerce_resolved_model(ref: CozyRef, resolved: Any) -> CozyHubResolveArtifactResult: + """Handle both legacy (.files[]) and v2 (.entries[], blake3:-prefixed digests).""" + snapshot_digest = str(_field(resolved, "snapshot_digest", "snapshotDigest") or "").strip() if not snapshot_digest: raise ValueError("resolved model missing snapshot_digest") - # Strip scheme prefix so the digest is a bare hex string suitable for path use. snapshot_digest = _strip_blake3_prefix(snapshot_digest) or snapshot_digest - # New format uses "entries"; legacy format uses "files". - files_raw = list(_resolve_field(resolved, "entries", "files") or []) + # v2 uses "entries", legacy uses "files" + files_raw = list(_field(resolved, "entries", "files") or []) files: List[CozyHubSnapshotFile] = [] for ent in files_raw: - path = str(_resolve_field(ent, "path") or "").strip() + path = str(_field(ent, "path") or "").strip() if not path: continue - # Prefer bare "blake3" field; fall back to "digest" which may carry the prefix. - blake3_hex = str(_resolve_field(ent, "blake3", "BLAKE3") or "").strip().lower() + blake3_hex = str(_field(ent, "blake3", "BLAKE3") or "").strip().lower() if not blake3_hex: - digest_raw = str(_resolve_field(ent, "digest") or "").strip().lower() - blake3_hex = _strip_blake3_prefix(digest_raw) - url = str(_resolve_field(ent, "url") or "").strip() or None - size_bytes = int(_resolve_field(ent, "size_bytes") or 0) + blake3_hex = _strip_blake3_prefix(str(_field(ent, "digest") or "")) + url = str(_field(ent, "url") or "").strip() or None + size_bytes = int(_field(ent, "size_bytes") or 0) if not blake3_hex or not url: raise ValueError(f"resolved model file missing blake3/url: {path}") files.append(CozyHubSnapshotFile(path=path, size_bytes=size_bytes, blake3=blake3_hex, url=url)) + if not files: raise ValueError("resolved model has empty files list") @@ -149,21 +131,16 @@ def _coerce_resolved_model(ref: CozyRef, resolved: Any) -> CozyHubResolveArtifac ) -class CozySnapshotV2Downloader: - """Cozy Hub v2 downloader. - - Normal mode: - - resolve owner/repo:tag (or @digest) via resolve API - - download all referenced blobs to a local blob store - - materialize a snapshot checkout by hardlinking blobs into the snapshot tree +# --------------------------------------------------------------------------- +# Main downloader +# --------------------------------------------------------------------------- - Issue #92 mode: - - if `resolved` is provided, skip Cozy Hub API calls and use the provided - presigned URLs directly. +class CozySnapshotV2Downloader: + """Downloads blobs into a CAS layout, reassembles chunked files, materializes snapshot. - On-disk layout under : - - blobs/blake3/// - - snapshots//... + Layout under : + blobs/blake3/// + snapshots//... """ def __init__(self, client: Optional[CozyHubV2Client]) -> None: @@ -188,193 +165,194 @@ async def ensure_snapshot( snap_dir = snaps_root / res.snapshot_digest if snap_dir.exists(): + _log.info("snapshot_cached digest=%s", res.snapshot_digest[:16]) return snap_dir - # Claim building responsibility or wait for another caller already building - # this snapshot. threading primitives (not asyncio.Lock) are used so that - # this works correctly across different event loops (startup prefetch thread - # vs. LoadModelCommand on the main loop). + # Coordinate concurrent builders via threading (works across event loops). loop = asyncio.get_running_loop() - with _GLOBAL_SNAPSHOT_LOCKS_LOCK: - if snap_dir.exists(): # double-check under the guard + with _SNAP_LOCK: + if snap_dir.exists(): return snap_dir - _snap_entry = _GLOBAL_SNAPSHOT_LOCKS.get(res.snapshot_digest) - if _snap_entry is None: - _snap_entry = _SnapshotEntry() - _GLOBAL_SNAPSHOT_LOCKS[res.snapshot_digest] = _snap_entry - _is_builder = True + entry = _SNAP_ENTRIES.get(res.snapshot_digest) + if entry is None: + entry = _SnapshotEntry() + _SNAP_ENTRIES[res.snapshot_digest] = entry + is_builder = True else: - _is_builder = False - - if not _is_builder: - # Another caller is already building this snapshot; wait for it. - await loop.run_in_executor(None, _snap_entry.event.wait) - if _snap_entry.exception is not None: - raise RuntimeError( - f"concurrent snapshot build failed for {res.snapshot_digest}" - ) from _snap_entry.exception + is_builder = False + + if not is_builder: + _log.info("snapshot_waiting digest=%s (another builder active)", res.snapshot_digest[:16]) + await loop.run_in_executor(None, entry.event.wait) + if entry.exception is not None: + raise RuntimeError(f"concurrent snapshot build failed") from entry.exception return snap_dir try: - if snap_dir.exists(): - return snap_dir - + _log.info("snapshot_build_start digest=%s files=%d", res.snapshot_digest[:16], len(res.files)) await self._ensure_blobs(blobs_root, res.files) tmp = snaps_root / f"{res.snapshot_digest}.building" + if tmp.exists(): + shutil.rmtree(tmp) tmp.mkdir(parents=True, exist_ok=True) - # Reassemble any chunked files (produced by chunkedblob on ingest). - # A ".parts.json" entry describes how to reassemble N part blobs into - # the original file. Part blobs and the manifest itself are all already - # in the blob store at this point. - parts_manifest_entries = [f for f in res.files if _is_parts_manifest(f.path)] - part_file_paths = {f.path for f in res.files if _is_part_file(f.path)} - - import logging as _logging - _log = _logging.getLogger("gen_worker.download") + self._reassemble_chunked(blobs_root, tmp, res.files) + self._materialize_regular(blobs_root, tmp, res.files) - for pm_entry in parts_manifest_entries: - _log.info("reassemble_start manifest=%s", pm_entry.path) - print(f"DEBUG reassemble_start manifest={pm_entry.path}") - parts_json_blob = _blob_path(blobs_root, pm_entry.blake3) - try: - parts_manifest = json.loads(parts_json_blob.read_bytes()) - except Exception as exc: - raise ValueError(f"failed to parse parts manifest {pm_entry.path}: {exc}") from exc - - original_path = str(parts_manifest.get("original_path") or "").strip() - if not original_path: - raise ValueError(f"parts manifest {pm_entry.path} missing original_path") - parts = parts_manifest.get("parts") or [] - if not parts: - raise ValueError(f"parts manifest {pm_entry.path} has no parts") - - rel = _norm_rel_path(original_path) - dst = tmp / rel - dst.parent.mkdir(parents=True, exist_ok=True) - if dst.exists(): - dst.unlink() - - with open(dst, "wb") as out_f: - for i, part in enumerate(parts): - part_digest = _strip_blake3_prefix( - str(part.get("digest") or "").strip().lower() - ) - if not part_digest: - raise ValueError(f"part entry in {pm_entry.path} missing digest") - part_blob = _blob_path(blobs_root, part_digest) - _log.info(" concat_part index=%d digest=%s exists=%s size=%s", - i, part_digest[:16], part_blob.exists(), - part_blob.stat().st_size if part_blob.exists() else -1) - print(f"DEBUG concat_part index={i} digest={part_digest[:16]} exists={part_blob.exists()} size={part_blob.stat().st_size if part_blob.exists() else -1}") - with open(part_blob, "rb") as in_f: - shutil.copyfileobj(in_f, out_f) - - # Materialize regular files; skip part files and parts manifests since they - # have already been consumed above during reassembly. - for f in res.files: - if _is_parts_manifest(f.path) or f.path in part_file_paths: - continue - rel = _norm_rel_path(f.path) - dst = tmp / rel - dst.parent.mkdir(parents=True, exist_ok=True) - src = _blob_path(blobs_root, f.blake3) - _try_hardlink_or_copy(src, dst) - - # Another concurrent caller (e.g. a different downloader instance) may have - # already materialized and renamed the snapshot while we were assembling ours. - # In that case, discard our tmp dir and return the existing snapshot. + # Atomic rename; handle race with concurrent builder. if snap_dir.exists(): shutil.rmtree(tmp, ignore_errors=True) - return snap_dir - try: - tmp.rename(snap_dir) - except OSError: - # Lost the race — snap_dir was created between the exists() check and rename(). - shutil.rmtree(tmp, ignore_errors=True) - if not snap_dir.exists(): - raise + else: + try: + tmp.rename(snap_dir) + except OSError: + shutil.rmtree(tmp, ignore_errors=True) + if not snap_dir.exists(): + raise + + _log.info("snapshot_build_done digest=%s", res.snapshot_digest[:16]) return snap_dir - except BaseException as _exc: - _snap_entry.exception = _exc + except BaseException as exc: + entry.exception = exc raise finally: - _snap_entry.event.set() + entry.event.set() - async def _resolve(self, ref: CozyRef) -> CozyHubResolveArtifactResult: - if self._client is None: - raise RuntimeError("cozy hub api resolve is disabled") - - prefs = default_resolve_preferences() - caps = detect_worker_capabilities() - return await self._client.resolve_artifact( - owner=ref.owner, - repo=ref.repo, - tag=ref.tag, - digest=ref.digest, - include_urls=True, - preferences=prefs, - capabilities=caps.to_dict(), - ) + # ------------------------------------------------------------------ + # Blob download (deduplicated, parallel) + # ------------------------------------------------------------------ async def _ensure_blobs(self, blobs_root: Path, files: List[CozyHubSnapshotFile]) -> None: - import logging - log = logging.getLogger("gen_worker.download") - - log.info("ensure_blobs total_files=%d", len(files)) - print(f"DEBUG ensure_blobs total_files={len(files)}") - for f in files: - log.info(" entry path=%s size=%s digest=%s url_present=%s", f.path, f.size_bytes, (f.blake3 or "")[:16], bool(f.url)) - print(f"DEBUG entry path={f.path} size={f.size_bytes} digest={(f.blake3 or '')[:16]} url_present={bool(f.url)}") - - all_blobs: List[tuple[CozyHubSnapshotFile, str, Path]] = [] + # Deduplicate by digest — same blob referenced by multiple paths (e.g. + # fp16 and normal variants sharing the same part) is downloaded once. + seen: Set[str] = set() + unique: List[CozyHubSnapshotFile] = [] for f in files: digest = (f.blake3 or "").strip().lower() if not digest: raise ValueError(f"missing blake3 for {f.path}") if not f.url: raise ValueError(f"missing url for {f.path}") - dst = _blob_path(blobs_root, digest) - dst.parent.mkdir(parents=True, exist_ok=True) - all_blobs.append((f, digest, dst)) + if digest not in seen: + seen.add(digest) + unique.append(f) + + _log.info("ensure_blobs total_entries=%d unique_blobs=%d", len(files), len(unique)) + + # Sort largest first for better overlap, then download in parallel. + unique.sort(key=lambda f: int(f.size_bytes or 0), reverse=True) - # Parallelize shard/blob downloads to reduce first-load latency for - # multi-file transformer checkpoints. max_conc = max(1, int(os.getenv("WORKER_MODEL_DOWNLOAD_CONCURRENCY", "4") or "4")) sem = asyncio.Semaphore(max_conc) - async def _ensure_one(f: CozyHubSnapshotFile, digest: str, dst: Path) -> None: - # Acquire the GLOBAL per-digest threading.Lock (loop-independent) so that - # concurrent callers across different downloader instances (startup prefetch, - # task request, LoadModelCommand) don't write to the same .part file in - # parallel. run_in_executor is used so that waiting for the lock does not - # block the event loop. - _lock = _get_blob_lock(digest) - _lloop = asyncio.get_running_loop() - await _lloop.run_in_executor(None, _lock.acquire) - try: + async def _dl(f: CozyHubSnapshotFile) -> None: + digest = f.blake3.strip().lower() + dst = _blob_path(blobs_root, digest) + dst.parent.mkdir(parents=True, exist_ok=True) + if dst.exists(): + _log.info("blob_cached path=%s digest=%s", f.path, digest[:16]) + return + async with sem: if dst.exists(): return - async with sem: - if dst.exists(): - return - assert f.url is not None - await _download_one_file( - f.url, - dst, - expected_size=int(f.size_bytes or 0), - expected_blake3=digest, - ) - finally: - _lock.release() + _log.info("blob_download_start path=%s size=%s digest=%s", + f.path, f.size_bytes, digest[:16]) + assert f.url is not None # validated above in _ensure_blobs loop + await _download_one_file( + f.url, + dst, + expected_size=int(f.size_bytes or 0), + expected_blake3=digest, + ) + _log.info("blob_download_done path=%s digest=%s", f.path, digest[:16]) + + await asyncio.gather(*(_dl(f) for f in unique)) + + # ------------------------------------------------------------------ + # Chunked file reassembly + # ------------------------------------------------------------------ + + def _reassemble_chunked( + self, blobs_root: Path, tmp: Path, files: List[CozyHubSnapshotFile] + ) -> None: + """Read .parts.json manifests and concatenate part blobs into original files.""" + for f in files: + if not _is_parts_manifest(f.path): + continue - # Start larger blobs first for better overlap. - all_blobs.sort(key=lambda row: int(row[0].size_bytes or 0), reverse=True) - await asyncio.gather(*(_ensure_one(f, digest, dst) for f, digest, dst in all_blobs)) + _log.info("reassemble_start manifest=%s", f.path) + manifest_blob = _blob_path(blobs_root, f.blake3) + manifest = json.loads(manifest_blob.read_bytes()) + original_path = str(manifest.get("original_path") or "").strip() + if not original_path: + raise ValueError(f"parts manifest {f.path} missing original_path") + parts = manifest.get("parts") or [] + if not parts: + raise ValueError(f"parts manifest {f.path} has no parts") + + dst = tmp / _norm_rel_path(original_path) + dst.parent.mkdir(parents=True, exist_ok=True) + if dst.exists(): + dst.unlink() + + total_written = 0 + with open(dst, "wb") as out_f: + for i, part in enumerate(parts): + part_digest = _strip_blake3_prefix(str(part.get("digest") or "")) + if not part_digest: + raise ValueError(f"part[{i}] in {f.path} missing digest") + part_blob = _blob_path(blobs_root, part_digest) + part_size = part_blob.stat().st_size + _log.info(" concat part=%d/%d digest=%s size=%s", + i + 1, len(parts), part_digest[:16], part_size) + with open(part_blob, "rb") as in_f: + shutil.copyfileobj(in_f, out_f) + total_written += part_size + + _log.info("reassemble_done file=%s total_size=%s", original_path, total_written) + + # ------------------------------------------------------------------ + # Regular (non-chunked) file materialization + # ------------------------------------------------------------------ + + def _materialize_regular( + self, blobs_root: Path, tmp: Path, files: List[CozyHubSnapshotFile] + ) -> None: + """Hardlink/copy non-chunked blobs into the snapshot tree.""" + part_paths = {f.path for f in files if _is_part_file(f.path)} + for f in files: + if _is_parts_manifest(f.path) or f.path in part_paths: + continue + dst = tmp / _norm_rel_path(f.path) + dst.parent.mkdir(parents=True, exist_ok=True) + src = _blob_path(blobs_root, f.blake3) + _try_hardlink_or_copy(src, dst) + + # ------------------------------------------------------------------ + # Hub resolution + # ------------------------------------------------------------------ + + async def _resolve(self, ref: CozyRef) -> CozyHubResolveArtifactResult: + if self._client is None: + raise RuntimeError("cozy hub api resolve is disabled") + prefs = default_resolve_preferences() + caps = detect_worker_capabilities() + return await self._client.resolve_artifact( + owner=ref.owner, + repo=ref.repo, + tag=ref.tag, + digest=ref.digest, + include_urls=True, + preferences=prefs, + capabilities=caps.to_dict(), + ) +# --------------------------------------------------------------------------- +# Convenience wrappers +# --------------------------------------------------------------------------- async def ensure_snapshot_async( *, @@ -384,7 +362,6 @@ async def ensure_snapshot_async( token: Optional[str], resolved: Optional[Any] = None, ) -> Path: - """Async version of ensure_snapshot_sync for use in async contexts.""" client: Optional[CozyHubV2Client] = None if resolved is None: if not (base_url or "").strip(): diff --git a/src/gen_worker/decorators.py b/src/gen_worker/decorators.py index d73012f..c7447fe 100644 --- a/src/gen_worker/decorators.py +++ b/src/gen_worker/decorators.py @@ -1,33 +1,7 @@ -import math from typing import Any, Callable, Dict, Optional, TypeVar F = TypeVar("F", bound=Callable[..., Any]) - -def canonicalize_compute_capability_min(raw: Any) -> str: - """ - Normalize function-level compute capability minima into canonical v1 form. - - Canonical form is a decimal string with one fractional digit (for example - "10.0", "8.9"). - """ - if isinstance(raw, str): - v = raw.strip() - if v == "": - raise ValueError("compute_capability_min must not be empty") - try: - n = float(v) - except Exception as e: # pragma: no cover - defensive - raise ValueError("compute_capability_min must be numeric") from e - elif isinstance(raw, (int, float)): - n = float(raw) - else: - raise ValueError("compute_capability_min must be numeric") - - if not math.isfinite(n) or n <= 0: - raise ValueError("compute_capability_min must be > 0") - return f"{n:.1f}" - class ResourceRequirements: """ Specifies the resource requirements for a worker function. @@ -45,7 +19,7 @@ def __init__( memory_hint_mb: Optional[int] = None, stage_profile: Optional[str] = None, stage_traits: Optional[list[str]] = None, - compute_capability_min: Optional[float | str] = None, + compute_capability_min: Optional[float] = None, ) -> None: self.batch_size_min = batch_size_min self.batch_size_target = batch_size_target @@ -55,6 +29,7 @@ def __init__( self.memory_hint_mb = memory_hint_mb self.stage_profile = stage_profile self.stage_traits = list(stage_traits or []) + self.compute_capability_min = compute_capability_min self._requirements: Dict[str, Any] = {} if batch_size_min is not None: self._requirements["batch_size_min"] = int(batch_size_min) @@ -73,9 +48,10 @@ def __init__( if self.stage_traits: self._requirements["stage_traits"] = [str(x).strip() for x in self.stage_traits if str(x).strip()] if compute_capability_min is not None: - self._requirements["compute_capability"] = { - "min": canonicalize_compute_capability_min(compute_capability_min) - } + val = float(compute_capability_min) + if val <= 0: + raise ValueError(f"compute_capability_min must be positive, got {val}") + self._requirements["compute_capability"] = {"min": f"{val:.1f}"} def to_dict(self) -> Dict[str, Any]: """Returns a dictionary representation of the defined requirements.""" diff --git a/src/gen_worker/diffusers_model_manager.py b/src/gen_worker/diffusers_model_manager.py index b4d720d..3fe4d9a 100644 --- a/src/gen_worker/diffusers_model_manager.py +++ b/src/gen_worker/diffusers_model_manager.py @@ -55,7 +55,6 @@ async def load_model_into_vram(self, model_id: str) -> bool: local_path = self._downloader.download(model_id, cache_dir) except Exception as e: logger.warning("DiffusersModelManager: download failed for %s: %s", model_id, e) - return False loaded = await self._loader.load(model_id, model_path=local_path) logger.info( diff --git a/src/gen_worker/discover.py b/src/gen_worker/discover.py index 522fa15..2779f94 100644 --- a/src/gen_worker/discover.py +++ b/src/gen_worker/discover.py @@ -25,7 +25,7 @@ import msgspec -from gen_worker import RequestContext +from gen_worker import ActionContext from gen_worker.injection import ModelRef from gen_worker.tensorhub_toml import ( @@ -34,7 +34,6 @@ load_tensorhub_toml, ) from gen_worker.names import slugify_endpoint_name, slugify_function_name -from gen_worker.decorators import canonicalize_compute_capability_min def _type_id(t: type) -> Dict[str, str]: @@ -189,7 +188,6 @@ def _extract_function_metadata(func: Any, module_name: str) -> Dict[str, Any]: res_dict.update(raw) except Exception: pass - _normalize_compute_capability_resource(res_dict, func.__name__) hints = typing.get_type_hints(func, globalns=func.__globals__, include_extras=True) sig = inspect.signature(func) @@ -197,12 +195,12 @@ def _extract_function_metadata(func: Any, module_name: str) -> Dict[str, Any]: if len(params) < 2: raise ValueError( - f"{func.__name__}: must accept (ctx: RequestContext, payload: msgspec.Struct, ...)" + f"{func.__name__}: must accept (ctx: ActionContext, payload: msgspec.Struct, ...)" ) ctx_name = params[0].name - if hints.get(ctx_name) is not RequestContext: - raise ValueError(f"{func.__name__}: first param must be ctx: RequestContext") + if hints.get(ctx_name) is not ActionContext: + raise ValueError(f"{func.__name__}: first param must be ctx: ActionContext") payload_type = None payload_param = None @@ -447,11 +445,6 @@ def _module_is_in_project(mod: Any) -> bool: seen_functions.add(key) fn_meta = _extract_function_metadata(obj, module_name) functions.append(fn_meta) - functions.sort(key=lambda fn: ( - str(fn.get("name") or ""), - str(fn.get("python_name") or ""), - str(fn.get("module") or ""), - )) return functions # Fallback: scan the filesystem for decorated functions. @@ -484,41 +477,9 @@ def _module_is_in_project(mod: Any) -> bool: print(f"warning: failed to extract metadata from {name}: {e}", file=sys.stderr) raise - functions.sort(key=lambda fn: ( - str(fn.get("name") or ""), - str(fn.get("python_name") or ""), - str(fn.get("module") or ""), - )) return functions -def _normalize_compute_capability_resource(resources: Dict[str, Any], fn_name: str) -> None: - if not isinstance(resources, dict): - return - - # Convenience alias for decorators/configs that use a flat key. - if "compute_capability" not in resources and "compute_capability_min" in resources: - resources["compute_capability"] = {"min": resources.get("compute_capability_min")} - resources.pop("compute_capability_min", None) - - if "compute_capability" not in resources: - return - - raw = resources.get("compute_capability") - min_raw: Any = None - if isinstance(raw, dict): - min_raw = raw.get("min") - else: - min_raw = raw - if min_raw is None: - raise ValueError(f"{fn_name}: resources.compute_capability.min is required when compute_capability is set") - try: - min_norm = canonicalize_compute_capability_min(min_raw) - except ValueError as e: - raise ValueError(f"{fn_name}: invalid resources.compute_capability.min: {e}") from e - resources["compute_capability"] = {"min": min_norm} - - def discover_manifest(root: Optional[Path] = None) -> Dict[str, Any]: """ Discover functions and load tensorhub manifest config to build complete manifest. @@ -546,7 +507,6 @@ def discover_manifest(root: Optional[Path] = None) -> Dict[str, Any]: if isinstance(base, dict): merged.update(base) merged.update(hints) - _normalize_compute_capability_resource(merged, fn_name) fn["resources"] = merged batch_path = (tensorhub_manifest.function_batch_dimensions.get(fn_name) or "").strip() diff --git a/src/gen_worker/entrypoint.py b/src/gen_worker/entrypoint.py index 7b3b63d..b3c6ca0 100644 --- a/src/gen_worker/entrypoint.py +++ b/src/gen_worker/entrypoint.py @@ -244,18 +244,8 @@ def _run_main() -> int: worker_id = os.getenv("WORKER_ID", "").strip() worker_jwt = os.getenv("WORKER_JWT", "").strip() use_tls_env = os.getenv("USE_TLS") - def _parse_float_env(name: str, default: float) -> float: - raw = (os.getenv(name) or "").strip() - if not raw: - return default - try: - return float(raw) - except Exception: - return default - - reconnect_delay = _parse_float_env("RECONNECT_DELAY", 0.1) + reconnect_delay = int(os.getenv("RECONNECT_DELAY", "5") or "5") max_reconnect_attempts = int(os.getenv("MAX_RECONNECT_ATTEMPTS", "0") or "0") - lb_only_retries = (os.getenv("LB_ONLY_RETRIES", "true") or "true").strip().lower() in ("1", "true", "t", "yes", "y", "on") if not scheduler_addr_raw: logger.error("SCHEDULER_PUBLIC_ADDR is required (scheduler dial address). Refusing to start worker.") @@ -276,9 +266,8 @@ def _parse_float_env(name: str, default: float) -> float: logger.info(" User Function Modules: %s", user_modules) logger.info(" Worker ID: %s", worker_id or "(from JWT)") logger.info(" Use TLS: %s", use_tls) - logger.info(" Reconnect Delay (base): %.3fs", reconnect_delay) + logger.info(" Reconnect Delay: %ss", reconnect_delay) logger.info(" Max Reconnect Attempts: %s", max_reconnect_attempts or "Infinite") - logger.info(" LB-only retries: %s", lb_only_retries) logger.info(" Model Cache Dir: %s", cache_cfg["model_cache_dir"]) if cache_cfg["local_model_cache_dir"]: logger.info(" Local Model Cache Dir: %s", cache_cfg["local_model_cache_dir"]) @@ -287,7 +276,7 @@ def _parse_float_env(name: str, default: float) -> float: logger.error( "No user function modules found. A baked manifest at /app/.tensorhub/endpoint.lock is required.\n" "Your Dockerfile should run discovery at build time:\n" - " RUN mkdir -p /app/.tensorhub && python -m gen_worker.discover > /app/.tensorhub/endpoint.lock" + " RUN mkdir -p /app/.cozy && python -m gen_worker.discover > /app/.tensorhub/endpoint.lock" ) return 1 @@ -305,7 +294,6 @@ def _parse_float_env(name: str, default: float) -> float: use_tls=use_tls, reconnect_delay=reconnect_delay, max_reconnect_attempts=max_reconnect_attempts, - lb_only_retries=lb_only_retries, manifest=manifest, ) worker.run() diff --git a/src/gen_worker/model_ref_downloader.py b/src/gen_worker/model_ref_downloader.py index 4bbe8c3..f6aa338 100644 --- a/src/gen_worker/model_ref_downloader.py +++ b/src/gen_worker/model_ref_downloader.py @@ -19,7 +19,6 @@ ) from .hf_downloader import HuggingFaceHubDownloader from .model_refs import CozyRef, ParsedModelRef, parse_model_ref -import threading # Per-task resolved manifests provided by gen-orchestrator (issue #92). # Shape: {canonical_model_id: ResolvedCozyModel-like object} @@ -60,26 +59,6 @@ def _get_prefs_for_ref(canonical_ref: str) -> Mapping[str, Any]: return v if isinstance(v, Mapping) else {} -def _lookup_resolved_cozy_entry(resolved_mapping: Optional[Mapping[str, Any]], canonical_ref: str) -> Any: - if resolved_mapping is None: - return None - key = str(canonical_ref or "").strip() - if not key: - return None - candidates = [key] - if key.startswith("cozy:"): - candidates.append(key.split(":", 1)[1].strip()) - else: - candidates.append(f"cozy:{key}") - for cand in candidates: - if not cand: - continue - ent = resolved_mapping.get(cand) - if ent is not None: - return ent - return None - - class ModelRefDownloader(ModelDownloader): """Composite downloader for phase-1 model refs. @@ -149,7 +128,7 @@ async def _download_async(self, parsed: ParsedModelRef, dest_dir: Path) -> Path: if parsed.scheme == "cozy" and parsed.cozy is not None: canonical = parsed.cozy.canonical() resolved_mapping = _resolved_cozy_models_by_id.get() - resolved_entry = _lookup_resolved_cozy_entry(resolved_mapping, canonical) + resolved_entry = resolved_mapping.get(canonical) if resolved_mapping is not None else None if resolved_entry is not None: return await ensure_snapshot_async( @@ -292,14 +271,14 @@ def _run_in_thread(coro: Coroutine[Any, Any, Path]) -> str: out: dict[str, str] = {} err: dict[str, BaseException] = {} - ctx = contextvars.copy_context() - def runner() -> None: try: - out["v"] = ctx.run(asyncio.run, coro).as_posix() + out["v"] = asyncio.run(coro).as_posix() except BaseException as e: err["e"] = e + import threading + t = threading.Thread(target=runner, daemon=True) t.start() t.join() diff --git a/src/gen_worker/model_refs.py b/src/gen_worker/model_refs.py index 3bc784b..7f9ee3a 100644 --- a/src/gen_worker/model_refs.py +++ b/src/gen_worker/model_refs.py @@ -16,8 +16,8 @@ def repo_id(self) -> str: def canonical(self) -> str: if self.digest: - return f"{self.repo_id()}@{self.digest}" - return f"{self.repo_id()}:{self.tag}" + return f"cozy:{self.repo_id()}@{self.digest}" + return f"cozy:{self.repo_id()}:{self.tag}" @dataclass(frozen=True) @@ -37,13 +37,6 @@ class ParsedModelRef: cozy: Optional[CozyRef] = None hf: Optional[HuggingFaceRef] = None - def canonical(self) -> str: - if self.scheme == "cozy" and self.cozy is not None: - return self.cozy.canonical() - if self.scheme == "hf" and self.hf is not None: - return self.hf.canonical() - raise ValueError("invalid parsed model ref") - def _strip_scheme(raw: str) -> tuple[Optional[str], str]: s = (raw or "").strip() diff --git a/src/gen_worker/names.py b/src/gen_worker/names.py index 15dbf02..05454c0 100644 --- a/src/gen_worker/names.py +++ b/src/gen_worker/names.py @@ -29,10 +29,6 @@ def slugify_name(raw: str) -> str: return raw -def slugify_owner_name(raw: str) -> str: - return slugify_name(raw) - - def slugify_endpoint_name(raw: str) -> str: return slugify_name(raw) diff --git a/src/gen_worker/pb/frontend_pb2.py b/src/gen_worker/pb/frontend_pb2.py index e3b1e83..1f4d0af 100644 --- a/src/gen_worker/pb/frontend_pb2.py +++ b/src/gen_worker/pb/frontend_pb2.py @@ -24,7 +24,7 @@ -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x0e\x66rontend.proto\x12\x0b\x66rontend.v1\"C\n\rActionOptions\x12\n\n\x02id\x18\x01 \x01(\t\x12\x12\n\ntimeout_ms\x18\x02 \x01(\x03J\x04\x08\x03\x10\x04R\x0cretry_policy\"\x84\x03\n\x12VariantPreferences\x12;\n\x05quant\x18\x01 \x01(\x0e\x32,.frontend.v1.VariantPreferences.Quantization\x12<\n\tpackaging\x18\x02 \x01(\x0e\x32).frontend.v1.VariantPreferences.Packaging\x12\x36\n\x06layout\x18\x03 \x01(\x0e\x32&.frontend.v1.VariantPreferences.Layout\"B\n\x0cQuantization\x12\x15\n\x11QUANT_UNSPECIFIED\x10\x00\x12\x08\n\x04\x46P16\x10\x01\x12\x08\n\x04\x42\x46\x31\x36\x10\x02\x12\x07\n\x03\x46P8\x10\x03\"F\n\tPackaging\x12\x19\n\x15PACKAGING_UNSPECIFIED\x10\x00\x12\x0f\n\x0bSAFETENSORS\x10\x01\x12\r\n\tFLASHPACK\x10\x02\"/\n\x06Layout\x12\x16\n\x12LAYOUT_UNSPECIFIED\x10\x00\x12\r\n\tDIFFUSERS\x10\x01\"\x95\x02\n\x14\x45xecuteActionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x15\n\rinput_payload\x18\x02 \x01(\x0c\x12+\n\x07options\x18\x03 \x01(\x0b\x32\x1a.frontend.v1.ActionOptions\x12\x12\n\nrelease_id\x18\x04 \x01(\t\x12\x12\n\ninvoker_id\x18\x06 \x01(\t\x12\x1a\n\x12required_repo_refs\x18\x07 \x03(\t\x12\r\n\x05owner\x18\x08 \x01(\t\x12\x36\n\rvariant_prefs\x18\t \x01(\x0b\x32\x1f.frontend.v1.VariantPreferencesJ\x04\x08\x05\x10\x06R\x11required_model_id\"\'\n\x15\x45xecuteActionResponse\x12\x0e\n\x06run_id\x18\x01 \x01(\t\"\"\n\x10\x43\x61ncelRunRequest\x12\x0e\n\x06run_id\x18\x01 \x01(\t\"\x1f\n\x11\x43\x61ncelRunResponse\x12\n\n\x02ok\x18\x01 \x01(\x08\"\x84\x01\n\x0cRealtimeOpen\x12\x12\n\nsession_id\x18\x01 \x01(\t\x12\x12\n\nrelease_id\x18\x02 \x01(\t\x12\x15\n\rfunction_name\x18\x03 \x01(\t\x12\r\n\x05owner\x18\x04 \x01(\t\x12\x12\n\ninvoker_id\x18\x05 \x01(\t\x12\x12\n\ntimeout_ms\x18\x06 \x01(\x03\"B\n\rRealtimeFrame\x12\x12\n\nsession_id\x18\x01 \x01(\t\x12\x0c\n\x04\x64\x61ta\x18\x02 \x01(\x0c\x12\x0f\n\x07is_text\x18\x03 \x01(\x08\"3\n\rRealtimeClose\x12\x12\n\nsession_id\x18\x01 \x01(\t\x12\x0e\n\x06reason\x18\x02 \x01(\t\"\xa2\x01\n\x14RealtimeProxyMessage\x12)\n\x04open\x18\x01 \x01(\x0b\x32\x19.frontend.v1.RealtimeOpenH\x00\x12+\n\x05\x66rame\x18\x02 \x01(\x0b\x32\x1a.frontend.v1.RealtimeFrameH\x00\x12+\n\x05\x63lose\x18\x03 \x01(\x0b\x32\x1a.frontend.v1.RealtimeCloseH\x00\x42\x05\n\x03msg2\x92\x02\n\x0f\x46rontendService\x12V\n\rExecuteAction\x12!.frontend.v1.ExecuteActionRequest\x1a\".frontend.v1.ExecuteActionResponse\x12J\n\tCancelRun\x12\x1d.frontend.v1.CancelRunRequest\x1a\x1e.frontend.v1.CancelRunResponse\x12[\n\x0fRealtimeSession\x12!.frontend.v1.RealtimeProxyMessage\x1a!.frontend.v1.RealtimeProxyMessage(\x01\x30\x01\x42GZEgithub.com/cozy-creator/gen-orchestrator/pkg/pb/frontendv1;frontendv1b\x06proto3') +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x0e\x66rontend.proto\x12\x0b\x66rontend.v1\"C\n\rActionOptions\x12\n\n\x02id\x18\x01 \x01(\t\x12\x12\n\ntimeout_ms\x18\x02 \x01(\x03J\x04\x08\x03\x10\x04R\x0cretry_policy\"\x84\x03\n\x12VariantPreferences\x12;\n\x05quant\x18\x01 \x01(\x0e\x32,.frontend.v1.VariantPreferences.Quantization\x12<\n\tpackaging\x18\x02 \x01(\x0e\x32).frontend.v1.VariantPreferences.Packaging\x12\x36\n\x06layout\x18\x03 \x01(\x0e\x32&.frontend.v1.VariantPreferences.Layout\"B\n\x0cQuantization\x12\x15\n\x11QUANT_UNSPECIFIED\x10\x00\x12\x08\n\x04\x46P16\x10\x01\x12\x08\n\x04\x42\x46\x31\x36\x10\x02\x12\x07\n\x03\x46P8\x10\x03\"F\n\tPackaging\x12\x19\n\x15PACKAGING_UNSPECIFIED\x10\x00\x12\x0f\n\x0bSAFETENSORS\x10\x01\x12\r\n\tFLASHPACK\x10\x02\"/\n\x06Layout\x12\x16\n\x12LAYOUT_UNSPECIFIED\x10\x00\x12\r\n\tDIFFUSERS\x10\x01\"\x95\x02\n\x14\x45xecuteActionRequest\x12\x15\n\rfunction_name\x18\x01 \x01(\t\x12\x15\n\rinput_payload\x18\x02 \x01(\x0c\x12+\n\x07options\x18\x03 \x01(\x0b\x32\x1a.frontend.v1.ActionOptions\x12\x12\n\nrelease_id\x18\x04 \x01(\t\x12\x12\n\ninvoker_id\x18\x06 \x01(\t\x12\x1a\n\x12required_repo_refs\x18\x07 \x03(\t\x12\r\n\x05owner\x18\x08 \x01(\t\x12\x36\n\rvariant_prefs\x18\t \x01(\x0b\x32\x1f.frontend.v1.VariantPreferencesJ\x04\x08\x05\x10\x06R\x11required_model_id\"+\n\x15\x45xecuteActionResponse\x12\x12\n\nrequest_id\x18\x01 \x01(\t\"*\n\x14\x43\x61ncelRequestRequest\x12\x12\n\nrequest_id\x18\x01 \x01(\t\"#\n\x15\x43\x61ncelRequestResponse\x12\n\n\x02ok\x18\x01 \x01(\x08\"\x84\x01\n\x0cRealtimeOpen\x12\x12\n\nsession_id\x18\x01 \x01(\t\x12\x12\n\nrelease_id\x18\x02 \x01(\t\x12\x15\n\rfunction_name\x18\x03 \x01(\t\x12\r\n\x05owner\x18\x04 \x01(\t\x12\x12\n\ninvoker_id\x18\x05 \x01(\t\x12\x12\n\ntimeout_ms\x18\x06 \x01(\x03\"B\n\rRealtimeFrame\x12\x12\n\nsession_id\x18\x01 \x01(\t\x12\x0c\n\x04\x64\x61ta\x18\x02 \x01(\x0c\x12\x0f\n\x07is_text\x18\x03 \x01(\x08\"3\n\rRealtimeClose\x12\x12\n\nsession_id\x18\x01 \x01(\t\x12\x0e\n\x06reason\x18\x02 \x01(\t\"\xa2\x01\n\x14RealtimeProxyMessage\x12)\n\x04open\x18\x01 \x01(\x0b\x32\x19.frontend.v1.RealtimeOpenH\x00\x12+\n\x05\x66rame\x18\x02 \x01(\x0b\x32\x1a.frontend.v1.RealtimeFrameH\x00\x12+\n\x05\x63lose\x18\x03 \x01(\x0b\x32\x1a.frontend.v1.RealtimeCloseH\x00\x42\x05\n\x03msg2\x9e\x02\n\x0f\x46rontendService\x12V\n\rExecuteAction\x12!.frontend.v1.ExecuteActionRequest\x1a\".frontend.v1.ExecuteActionResponse\x12V\n\rCancelRequest\x12!.frontend.v1.CancelRequestRequest\x1a\".frontend.v1.CancelRequestResponse\x12[\n\x0fRealtimeSession\x12!.frontend.v1.RealtimeProxyMessage\x1a!.frontend.v1.RealtimeProxyMessage(\x01\x30\x01\x42GZEgithub.com/cozy-creator/gen-orchestrator/pkg/pb/frontendv1;frontendv1b\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -45,19 +45,19 @@ _globals['_EXECUTEACTIONREQUEST']._serialized_start=492 _globals['_EXECUTEACTIONREQUEST']._serialized_end=769 _globals['_EXECUTEACTIONRESPONSE']._serialized_start=771 - _globals['_EXECUTEACTIONRESPONSE']._serialized_end=810 - _globals['_CANCELRUNREQUEST']._serialized_start=812 - _globals['_CANCELRUNREQUEST']._serialized_end=846 - _globals['_CANCELRUNRESPONSE']._serialized_start=848 - _globals['_CANCELRUNRESPONSE']._serialized_end=879 - _globals['_REALTIMEOPEN']._serialized_start=882 - _globals['_REALTIMEOPEN']._serialized_end=1014 - _globals['_REALTIMEFRAME']._serialized_start=1016 - _globals['_REALTIMEFRAME']._serialized_end=1082 - _globals['_REALTIMECLOSE']._serialized_start=1084 - _globals['_REALTIMECLOSE']._serialized_end=1135 - _globals['_REALTIMEPROXYMESSAGE']._serialized_start=1138 - _globals['_REALTIMEPROXYMESSAGE']._serialized_end=1300 - _globals['_FRONTENDSERVICE']._serialized_start=1303 - _globals['_FRONTENDSERVICE']._serialized_end=1577 + _globals['_EXECUTEACTIONRESPONSE']._serialized_end=814 + _globals['_CANCELREQUESTREQUEST']._serialized_start=816 + _globals['_CANCELREQUESTREQUEST']._serialized_end=858 + _globals['_CANCELREQUESTRESPONSE']._serialized_start=860 + _globals['_CANCELREQUESTRESPONSE']._serialized_end=895 + _globals['_REALTIMEOPEN']._serialized_start=898 + _globals['_REALTIMEOPEN']._serialized_end=1030 + _globals['_REALTIMEFRAME']._serialized_start=1032 + _globals['_REALTIMEFRAME']._serialized_end=1098 + _globals['_REALTIMECLOSE']._serialized_start=1100 + _globals['_REALTIMECLOSE']._serialized_end=1151 + _globals['_REALTIMEPROXYMESSAGE']._serialized_start=1154 + _globals['_REALTIMEPROXYMESSAGE']._serialized_end=1316 + _globals['_FRONTENDSERVICE']._serialized_start=1319 + _globals['_FRONTENDSERVICE']._serialized_end=1605 # @@protoc_insertion_point(module_scope) diff --git a/src/gen_worker/pb/frontend_pb2_grpc.py b/src/gen_worker/pb/frontend_pb2_grpc.py index dcd9c3b..a3d4fb3 100644 --- a/src/gen_worker/pb/frontend_pb2_grpc.py +++ b/src/gen_worker/pb/frontend_pb2_grpc.py @@ -40,10 +40,10 @@ def __init__(self, channel): request_serializer=frontend__pb2.ExecuteActionRequest.SerializeToString, response_deserializer=frontend__pb2.ExecuteActionResponse.FromString, _registered_method=True) - self.CancelRun = channel.unary_unary( - '/frontend.v1.FrontendService/CancelRun', - request_serializer=frontend__pb2.CancelRunRequest.SerializeToString, - response_deserializer=frontend__pb2.CancelRunResponse.FromString, + self.CancelRequest = channel.unary_unary( + '/frontend.v1.FrontendService/CancelRequest', + request_serializer=frontend__pb2.CancelRequestRequest.SerializeToString, + response_deserializer=frontend__pb2.CancelRequestResponse.FromString, _registered_method=True) self.RealtimeSession = channel.stream_stream( '/frontend.v1.FrontendService/RealtimeSession', @@ -63,8 +63,8 @@ def ExecuteAction(self, request, context): context.set_details('Method not implemented!') raise NotImplementedError('Method not implemented!') - def CancelRun(self, request, context): - """2) Cancel an in-flight action/job. + def CancelRequest(self, request, context): + """2) Cancel an in-flight request. """ context.set_code(grpc.StatusCode.UNIMPLEMENTED) context.set_details('Method not implemented!') @@ -85,10 +85,10 @@ def add_FrontendServiceServicer_to_server(servicer, server): request_deserializer=frontend__pb2.ExecuteActionRequest.FromString, response_serializer=frontend__pb2.ExecuteActionResponse.SerializeToString, ), - 'CancelRun': grpc.unary_unary_rpc_method_handler( - servicer.CancelRun, - request_deserializer=frontend__pb2.CancelRunRequest.FromString, - response_serializer=frontend__pb2.CancelRunResponse.SerializeToString, + 'CancelRequest': grpc.unary_unary_rpc_method_handler( + servicer.CancelRequest, + request_deserializer=frontend__pb2.CancelRequestRequest.FromString, + response_serializer=frontend__pb2.CancelRequestResponse.SerializeToString, ), 'RealtimeSession': grpc.stream_stream_rpc_method_handler( servicer.RealtimeSession, @@ -135,7 +135,7 @@ def ExecuteAction(request, _registered_method=True) @staticmethod - def CancelRun(request, + def CancelRequest(request, target, options=(), channel_credentials=None, @@ -148,9 +148,9 @@ def CancelRun(request, return grpc.experimental.unary_unary( request, target, - '/frontend.v1.FrontendService/CancelRun', - frontend__pb2.CancelRunRequest.SerializeToString, - frontend__pb2.CancelRunResponse.FromString, + '/frontend.v1.FrontendService/CancelRequest', + frontend__pb2.CancelRequestRequest.SerializeToString, + frontend__pb2.CancelRequestResponse.FromString, options, channel_credentials, insecure, diff --git a/src/gen_worker/pb/worker_scheduler_pb2.py b/src/gen_worker/pb/worker_scheduler_pb2.py index 1c8b3bf..d82c370 100644 --- a/src/gen_worker/pb/worker_scheduler_pb2.py +++ b/src/gen_worker/pb/worker_scheduler_pb2.py @@ -24,7 +24,7 @@ -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x16worker_scheduler.proto\x12\x0cscheduler.v1\"\xb7\x06\n\x0fWorkerResources\x12\x11\n\tworker_id\x18\x01 \x01(\t\x12\x11\n\tcpu_cores\x18\x02 \x01(\x05\x12\x14\n\x0cmemory_bytes\x18\x03 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_globals['_ENDPOINTCONFIG_MODELSBYFUNCTIONENTRY']._serialized_end=5939 + _globals['_WORKERSCHEDULERMESSAGE']._serialized_start=5942 + _globals['_WORKERSCHEDULERMESSAGE']._serialized_end=7483 + _globals['_SCHEDULERWORKERSERVICE']._serialized_start=7485 + _globals['_SCHEDULERWORKERSERVICE']._serialized_end=7606 # @@protoc_insertion_point(module_scope) diff --git a/src/gen_worker/pipeline_loader.py b/src/gen_worker/pipeline_loader.py index 72be53f..ea20b2f 100644 --- a/src/gen_worker/pipeline_loader.py +++ b/src/gen_worker/pipeline_loader.py @@ -537,24 +537,21 @@ def get_torch_dtype(dtype_str: Optional[str], model_id: str) -> Any: def detect_diffusers_variant(model_path: Path) -> Optional[str]: """ - Detect a diffusers `variant=` value ("bf16", "fp8", "fp16", "int8", "int4", "nvfp4") - from files on disk. + Detect a diffusers `variant=` value ("bf16", "fp8", "fp16", "int8", "int4") from files on disk. Many diffusers repos store weights as: - `unet/diffusion_pytorch_model.fp16.safetensors` - `text_encoder/model.fp16.safetensors` - sharded: `*.fp16.safetensors.index.json` + `*.fp16-00001-of-0000N.safetensors` """ - candidates = ["bf16", "fp8", "fp16", "int8", "int4", "nvfp4"] + candidates = ["bf16", "fp8", "fp16", "int8", "int4"] for p in model_path.rglob("*"): if not p.is_file(): continue name = p.name.lower() for v in candidates: if f".{v}." in name and name.endswith((".safetensors", ".json")): - print(f"DEBUG detect_diffusers_variant matched variant={v} file={p.name}") return v - print(f"DEBUG detect_diffusers_variant no variant found in {model_path}") return None @@ -1458,17 +1455,6 @@ async def load( raise ModelNotFoundError(model_id, path) config = config or PipelineConfig(model_path=str(path)) - if config.variant is None: - # Prefer variant from cozy/pipeline spec, fall back to file-name scan. - try: - from .cozy_pipeline_spec import load_cozy_pipeline_spec - - spec = load_cozy_pipeline_spec(path) - if spec is not None and spec.variant: - config.variant = spec.variant - print(f"DEBUG pipeline_loader variant_from_spec={config.variant}") - except Exception: - pass if config.variant is None: config.variant = detect_diffusers_variant(path) diff --git a/src/gen_worker/run_metrics_v1.py b/src/gen_worker/run_metrics_v1.py index 0db2b0e..b23dee0 100644 --- a/src/gen_worker/run_metrics_v1.py +++ b/src/gen_worker/run_metrics_v1.py @@ -41,18 +41,6 @@ def _extract_snapshot_digest(resolved_entry: Any) -> Optional[str]: return snap or None -def _resolved_entry_for_model_id(resolved: Mapping[str, Any], canonical_model_id: str) -> Any: - key = str(canonical_model_id or "").strip() - if not key: - return None - ent = resolved.get(key) - if ent is not None: - return ent - if key.startswith("cozy:"): - return resolved.get(key.split(":", 1)[1].strip()) - return resolved.get(f"cozy:{key}") - - def _extract_resolved_files(resolved_entry: Any) -> List[Any]: if resolved_entry is None: return [] @@ -102,17 +90,6 @@ def _cache_dir() -> Path: return worker_model_cache_dir() -def _canonicalize_model_id(raw: str) -> str: - s = str(raw or "").strip() - if not s: - return s - try: - parsed = parse_model_ref(s) - return parsed.canonical() - except Exception: - return s - - @dataclass class ModelMetricsV1: model_id: str @@ -380,8 +357,8 @@ def best_effort_init_model_metrics( - vram_models/disk_models are the worker-reported canonical lists. - For Cozy refs with resolved snapshot digests, we can also check snapshot dirs. """ - vram_set = set(_canonicalize_model_id(str(x)) for x in (vram_models or [])) - disk_set = set(_canonicalize_model_id(str(x)) for x in (disk_models or [])) + vram_set = set(str(x) for x in (vram_models or [])) + disk_set = set(str(x) for x in (disk_models or [])) base = cache_dir or _cache_dir() resolved = rm.resolved_cozy_models_by_id or {} @@ -389,11 +366,17 @@ def best_effort_init_model_metrics( mid = str(raw or "").strip() if not mid: continue - canon = _canonicalize_model_id(mid) + canon = mid snap: Optional[str] = None cache_state: Optional[str] = None + try: + parsed = parse_model_ref(mid) + if parsed.scheme == "cozy" and parsed.cozy is not None: + canon = parsed.cozy.canonical() + except Exception: + pass - resolved_entry = _resolved_entry_for_model_id(resolved, canon) if isinstance(resolved, Mapping) else None + resolved_entry = resolved.get(canon) if isinstance(resolved, Mapping) else None snap = _extract_snapshot_digest(resolved_entry) if canon in vram_set: diff --git a/src/gen_worker/tensorhub_toml.py b/src/gen_worker/tensorhub_toml.py index b6074dc..5a6e186 100644 --- a/src/gen_worker/tensorhub_toml.py +++ b/src/gen_worker/tensorhub_toml.py @@ -10,7 +10,7 @@ from .names import slugify_function_name _DEFAULT_DTYPES: tuple[str, ...] = ("fp16", "bf16") -_ALLOWED_DTYPES: frozenset[str] = frozenset({"fp16", "bf16", "fp8", "fp32", "int8", "int4", "nvfp4"}) +_ALLOWED_DTYPES: frozenset[str] = frozenset({"fp16", "bf16", "fp8", "fp32", "int8", "int4"}) _RE_CLAUSE = re.compile(r"^\s*(>=|<=|==|~=|>|<)?\s*([0-9]+(?:\.[0-9]+)*)\s*$") _RE_VERSION_PREFIX = re.compile(r"^\s*([0-9]+(?:\.[0-9]+)*)") diff --git a/src/gen_worker/testing/http_runner.py b/src/gen_worker/testing/http_runner.py index c92253f..b6d905a 100644 --- a/src/gen_worker/testing/http_runner.py +++ b/src/gen_worker/testing/http_runner.py @@ -17,7 +17,7 @@ from gen_worker.cache_paths import worker_model_cache_dir from gen_worker.pb import worker_scheduler_pb2 as pb -from gen_worker.worker import RequestContext, Worker +from gen_worker.worker import ActionContext, Worker def _load_manifest(path: Path) -> dict[str, Any]: @@ -123,7 +123,7 @@ def run_task_sync( ) # Mirror _handle_run_request's ctx construction, but use local output backend. - ctx = RequestContext( + ctx = ActionContext( rid, emitter=self._emit_progress_event, owner=str(owner or "") or None, diff --git a/src/gen_worker/testing/test_output_save_contract.py b/src/gen_worker/testing/test_output_save_contract.py index 3d7944f..94d7dec 100644 --- a/src/gen_worker/testing/test_output_save_contract.py +++ b/src/gen_worker/testing/test_output_save_contract.py @@ -7,7 +7,7 @@ import unittest from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer -from gen_worker.worker import RequestContext +from gen_worker.worker import ActionContext class _UploadHandler(BaseHTTPRequestHandler): @@ -43,7 +43,7 @@ def do_PUT(self) -> None: # noqa: N802 class OutputSaveContractTest(unittest.TestCase): def test_save_bytes_local_output_accepts_path_agnostic_refs(self) -> None: with tempfile.TemporaryDirectory() as td: - ctx = RequestContext( + ctx = ActionContext( request_id="run-1", owner="alice", local_output_dir=td, @@ -56,7 +56,7 @@ def test_save_bytes_local_output_accepts_path_agnostic_refs(self) -> None: def test_save_bytes_rejects_url_refs(self) -> None: with tempfile.TemporaryDirectory() as td: - ctx = RequestContext(request_id="run-2", local_output_dir=td) + ctx = ActionContext(request_id="run-2", local_output_dir=td) with self.assertRaises(ValueError): ctx.save_bytes("https://example.test/out.bin", b"x") @@ -66,7 +66,7 @@ def test_save_bytes_uploads_to_tensorhub_file_api(self) -> None: t.start() try: base = f"http://127.0.0.1:{srv.server_address[1]}" - ctx = RequestContext( + ctx = ActionContext( request_id="run-3", owner="alice", file_api_base_url=base, diff --git a/src/gen_worker/wire_protocol.py b/src/gen_worker/wire_protocol.py index 49a8bd4..6d8be9f 100644 --- a/src/gen_worker/wire_protocol.py +++ b/src/gen_worker/wire_protocol.py @@ -3,7 +3,7 @@ # Worker<->scheduler gRPC wire protocol version. # MAJOR: breaking changes, MINOR: additive/backward-compatible changes. WIRE_PROTOCOL_MAJOR = 1 -WIRE_PROTOCOL_MINOR = 2 +WIRE_PROTOCOL_MINOR = 0 def wire_protocol_version_string() -> str: diff --git a/src/gen_worker/worker.py b/src/gen_worker/worker.py index 9ff4b10..80f12a7 100644 --- a/src/gen_worker/worker.py +++ b/src/gen_worker/worker.py @@ -28,7 +28,6 @@ from types import ModuleType import hashlib import msgspec -from collections import deque try: import torch except Exception: # pragma: no cover - optional dependency @@ -65,7 +64,7 @@ from .model_interface import ModelManagementInterface from .downloader import CozyHubDownloader, ModelDownloader from .model_ref_downloader import ModelRefDownloader -from .model_refs import ParsedModelRef, parse_model_ref +from .model_refs import parse_model_ref from .types import Asset from .model_cache import ModelCache, ModelCacheStats, ModelLocation from .run_metrics_v1 import RunMetricsV1, best_effort_bytes_downloaded, best_effort_init_model_metrics, safe_json_bytes @@ -144,7 +143,7 @@ async def close(self) -> None: # pragma: no cover - interface class _RealtimeSessionState: session_id: str spec: _WebsocketSpec - ctx: RequestContext + ctx: ActionContext loop: asyncio.AbstractEventLoop in_q: "asyncio.Queue[Optional[bytes]]" closed: threading.Event @@ -378,7 +377,7 @@ def get_key(self, kid: Optional[str]) -> Optional[Any]: return self._keys[kid] return None -class RequestContext: +class ActionContext: """Context object passed to action functions, allowing cancellation.""" def __init__( self, @@ -479,7 +478,7 @@ def _resolve_local_output_path(self, ref: str) -> Optional[str]: """ Dev-only local output backend. - When local_output_dir is set, RequestContext.save_* will write outputs to disk + When local_output_dir is set, ActionContext.save_* will write outputs to disk instead of using Cozy Hub's file API. """ base = (self._local_output_dir or "").strip() @@ -808,9 +807,8 @@ def __init__( worker_id: Optional[str] = None, worker_jwt: str = "", use_tls: bool = False, - reconnect_delay: float = 0.1, + reconnect_delay: int = 5, max_reconnect_attempts: int = 0, # 0 means infinite retries - lb_only_retries: bool = True, model_manager: Optional[ModelManagementInterface] = None, # Optional model manager downloader: Optional[ModelDownloader] = None, # Optional model downloader manifest: Optional[Dict[str, Any]] = None, # Optional manifest from build @@ -824,9 +822,8 @@ def __init__( worker_id: Unique ID for this worker (generated if not provided). worker_jwt: Worker-connect JWT (required). use_tls: Whether to use TLS for the connection. - reconnect_delay: Base seconds for exponential reconnect attempts. + reconnect_delay: Seconds to wait between reconnection attempts. max_reconnect_attempts: Max reconnect attempts (0 = infinite). - lb_only_retries: Retry through LB endpoint/seed list only; ignore leader redirects. model_manager: Optional model manager. downloader: Optional model downloader. manifest: Optional manifest dict (baked in at build time) containing models, resources, etc. @@ -841,9 +838,6 @@ def __init__( self._warn_model_resolve_s = float(os.getenv("WORKER_WARN_MODEL_RESOLVE_S", "30") or "30") self._warn_model_load_s = float(os.getenv("WORKER_WARN_MODEL_LOAD_S", "60") or "60") self._warn_inference_s = float(os.getenv("WORKER_WARN_INFERENCE_S", "60") or "60") - self._emit_detailed_task_events = str(os.getenv("WORKER_EMIT_DETAILED_TASK_EVENTS", "0") or "0").strip().lower() in ( - "1", "true", "t", "yes", "y", "on", - ) self.user_module_names = user_module_names # Store module names self.worker_id = worker_id or f"py-worker-{os.getpid()}" self.worker_jwt = (worker_jwt or "").strip() @@ -852,7 +846,6 @@ def __init__( self.use_tls = use_tls self.reconnect_delay = reconnect_delay self.max_reconnect_attempts = max_reconnect_attempts - self.lb_only_retries = lb_only_retries self.max_input_bytes = int(os.getenv("WORKER_MAX_INPUT_BYTES", "0")) self.max_output_bytes = int(os.getenv("WORKER_MAX_OUTPUT_BYTES", "0")) @@ -874,14 +867,8 @@ def __init__( self._task_specs: Dict[str, _TaskSpec] = {} self._ws_specs: Dict[str, _WebsocketSpec] = {} - self._active_tasks: Dict[str, RequestContext] = {} + self._active_tasks: Dict[str, ActionContext] = {} self._active_tasks_lock = threading.Lock() - self._assignment_epoch_by_request: Dict[str, int] = {} - self._stream_seq_by_key: Dict[Tuple[str, str], int] = {} - self._stream_replay_buffers_by_request: Dict[str, deque[Tuple[float, bytes]]] = {} - self._stream_tracking_lock = threading.Lock() - self._stream_replay_max_frames = int(os.getenv("WORKER_STREAM_REPLAY_MAX_FRAMES", "1024") or "1024") - self._stream_replay_window_seconds = int(os.getenv("WORKER_STREAM_REPLAY_WINDOW_SECONDS", "900") or "900") self._request_batch_context: Dict[str, Tuple[str, str]] = {} # request_id -> (batch_id, item_id) self._request_batch_context_lock = threading.Lock() self.max_concurrency = int(os.getenv("WORKER_MAX_CONCURRENCY", "0")) @@ -940,11 +927,9 @@ def __init__( self._realtime_sessions: Dict[str, _RealtimeSessionState] = {} self._realtime_lock = threading.Lock() - self._reconnect_delay_base = max(0.0, float(reconnect_delay)) - self._reconnect_delay_max = float(os.getenv("RECONNECT_MAX_DELAY", "1.0") or "1.0") - if self._reconnect_delay_max <= 0: - self._reconnect_delay_max = 1.0 - self._reconnect_jitter_seconds = float(os.getenv("RECONNECT_JITTER_SECONDS", "0.1") or "0.1") + self._reconnect_delay_base = max(0, reconnect_delay) + self._reconnect_delay_max = int(os.getenv("RECONNECT_MAX_DELAY", "60")) + self._reconnect_jitter = float(os.getenv("RECONNECT_JITTER_SECONDS", "1.0")) resolved_model_manager = model_manager if resolved_model_manager is None: @@ -999,7 +984,7 @@ def __init__( self._fixed_model_spec_by_key: Dict[str, Dict[str, Any]] = {} self._payload_model_spec_by_key_by_function: Dict[str, Dict[str, Dict[str, Any]]] = {} # Orchestrator-resolved manifests received in EndpointConfig (startup prefetch baseline). - # Keys should be canonical model ref strings (e.g. "owner/repo@sha256:"). + # Keys should be canonical model ref strings (e.g. "cozy:owner/repo@sha256:"). self._resolved_cozy_models_by_id_baseline: Dict[str, Any] = {} self._prefetch_lock = threading.Lock() self._prefetch_thread: Optional[threading.Thread] = None @@ -1146,22 +1131,6 @@ def _extract_leader_addr(details: Optional[str]) -> Optional[str]: def _is_protocol_incompatibility(details: Optional[str]) -> bool: return bool(details and details.startswith("unsupported_worker_protocol:")) - @staticmethod - def _is_non_transient_auth_error(code: Any, details: Optional[str]) -> bool: - # Authentication/authorization failures are non-transient for the - # current worker identity/JWT. Reconnecting in a tight loop only creates - # avoidable LB/orchestrator churn. - if code in (grpc.StatusCode.UNAUTHENTICATED, grpc.StatusCode.PERMISSION_DENIED): - return True - d = (details or "").strip() - return d in ( - "worker_not_expected", - "invalid worker token claims", - "invalid worker token", - "missing worker token", - "missing auth metadata", - ) - def _handle_protocol_incompatibility(self, details: str) -> None: logger.error( "Scheduler rejected worker wire protocol %s (%s). " @@ -1181,32 +1150,11 @@ def _handle_protocol_incompatibility(self, details: str) -> None: self._close_connection() self._stop_event.set() - def _handle_non_transient_connect_error(self, code: Any, details: str) -> None: - logger.error( - "Scheduler rejected worker connect as non-transient (%s: %s). " - "Stopping worker to avoid reconnect churn.", - code, - details, - ) - self._emit_startup_phase( - "scheduler_connect_non_transient_rejected", - status="error", - level=logging.ERROR, - emit_worker_event=False, - grpc_code=str(code), - grpc_details=str(details), - ) - self._running = False - self._close_connection() - self._stop_event.set() - def _set_scheduler_addr(self, addr: str) -> None: addr = addr.strip() if not addr: return self.scheduler_addr = addr - if self.lb_only_retries: - return if addr not in self.scheduler_addrs: self.scheduler_addrs.insert(0, addr) @@ -1294,16 +1242,11 @@ def _emit_progress_event(self, event: Dict[str, Any]) -> None: def _emit_worker_event_bytes(self, request_id: str, event_type: str, payload_json: bytes) -> None: """Best-effort worker->scheduler WorkerEvent emitter (must never fail a run).""" - et = str(event_type or "").strip() - if not et: - return - if not self._should_emit_worker_event(et): - return try: msg = pb.WorkerSchedulerMessage( worker_event=pb.WorkerEvent( request_id=str(request_id or ""), - event_type=et, + event_type=str(event_type or ""), payload_json=bytes(payload_json or b"{}"), ) ) @@ -1311,21 +1254,6 @@ def _emit_worker_event_bytes(self, request_id: str, event_type: str, payload_jso except Exception: return - def _should_emit_worker_event(self, event_type: str) -> bool: - et = str(event_type or "").strip().lower() - if et == "": - return False - if self._emit_detailed_task_events: - return True - - # Keep high-signal diagnostics by default and suppress high-volume - # lifecycle/metrics chatter on the hot path. - if et.startswith("task."): - return et.endswith(".failed") or et.endswith(".rejected") or et.endswith(".stuck") - if et.startswith("metrics."): - return False - return True - def _emit_incremental_delta_typed( self, *, @@ -1684,12 +1612,12 @@ def _inspect_task_spec(self, func: Callable[..., Any]) -> _TaskSpec: sig = inspect.signature(func) params = list(sig.parameters.values()) if not params: - raise ValueError("must accept ctx: RequestContext as first arg") + raise ValueError("must accept ctx: ActionContext as first arg") ctx_name = params[0].name ctx_type = hints.get(ctx_name) - if ctx_type is not RequestContext: - raise ValueError("first argument must be ctx: RequestContext") + if ctx_type is not ActionContext: + raise ValueError("first argument must be ctx: ActionContext") injections: list[InjectionSpec] = [] payload_type: Optional[type[msgspec.Struct]] = None @@ -1805,11 +1733,11 @@ def _inspect_websocket_spec(self, func: Callable[..., Any]) -> _WebsocketSpec: sig = inspect.signature(func) params = list(sig.parameters.values()) if len(params) < 2: - raise ValueError("websocket handler must accept (ctx: RequestContext, sock: RealtimeSocket, ...)") + raise ValueError("websocket handler must accept (ctx: ActionContext, sock: RealtimeSocket, ...)") ctx_name = params[0].name - if hints.get(ctx_name) is not RequestContext: - raise ValueError("first argument must be ctx: RequestContext") + if hints.get(ctx_name) is not ActionContext: + raise ValueError("first argument must be ctx: ActionContext") # We do not enforce a concrete socket type here; it is worker-owned and may # be provided by the runtime. We only validate that the param exists. @@ -1897,166 +1825,17 @@ def _infer_return_type(self, func: Callable[..., Any]) -> Optional[type[msgspec. return return_type - def _next_stream_seq(self, request_id: str, stream_kind: str) -> int: - rid = str(request_id or "").strip() - kind = str(stream_kind or "").strip() or "worker_event" - if not rid: - return 0 - with self._stream_tracking_lock: - key = (rid, kind) - cur = int(self._stream_seq_by_key.get(key, 0) or 0) - nxt = cur + 1 - self._stream_seq_by_key[key] = nxt - return nxt - - def _assignment_epoch_for_request(self, request_id: str) -> int: - rid = str(request_id or "").strip() - if not rid: - return 0 - with self._stream_tracking_lock: - return int(self._assignment_epoch_by_request.get(rid, 0) or 0) - - def _record_replay_message(self, request_id: str, message: WorkerSchedulerMessage) -> None: - rid = str(request_id or "").strip() - if not rid: - return - try: - raw = bytes(message.SerializeToString()) - except Exception: - return - now = time.time() - with self._stream_tracking_lock: - buf = self._stream_replay_buffers_by_request.get(rid) - if buf is None: - maxlen = self._stream_replay_max_frames if self._stream_replay_max_frames > 0 else 1024 - buf = deque(maxlen=maxlen) - self._stream_replay_buffers_by_request[rid] = buf - buf.append((now, raw)) - if self._stream_replay_window_seconds > 0: - cutoff = now - float(self._stream_replay_window_seconds) - while buf and buf[0][0] < cutoff: - buf.popleft() - - def _prepare_stream_contract_fields(self, message: WorkerSchedulerMessage) -> Optional[str]: - msg_type = None - try: - msg_type = message.WhichOneof("msg") - except Exception: - msg_type = None - if msg_type == "run_result": - rr = getattr(message, "run_result", None) - if rr is None: - return None - rid = str(getattr(rr, "request_id", "") or "").strip() - if not rid: - return None - epoch = int(getattr(rr, "assignment_attempt_epoch", 0) or 0) - if epoch <= 0: - epoch = self._assignment_epoch_for_request(rid) - if epoch > 0: - rr.assignment_attempt_epoch = int(epoch) - if int(getattr(rr, "stream_seq", 0) or 0) <= 0: - rr.stream_seq = int(self._next_stream_seq(rid, "run_result")) - return rid - if msg_type == "worker_event": - ev = getattr(message, "worker_event", None) - if ev is None: - return None - rid = str(getattr(ev, "request_id", "") or "").strip() - if not rid: - return None - epoch = int(getattr(ev, "assignment_attempt_epoch", 0) or 0) - if epoch <= 0: - epoch = self._assignment_epoch_for_request(rid) - if epoch > 0: - ev.assignment_attempt_epoch = int(epoch) - if int(getattr(ev, "stream_seq", 0) or 0) <= 0: - ev.stream_seq = int(self._next_stream_seq(rid, "worker_event")) - return rid - if msg_type == "incremental_token_delta": - ev = getattr(message, "incremental_token_delta", None) - if ev is None: - return None - rid = str(getattr(ev, "request_id", "") or "").strip() - if not rid: - return None - epoch = int(getattr(ev, "assignment_attempt_epoch", 0) or 0) - if epoch <= 0: - epoch = self._assignment_epoch_for_request(rid) - if epoch > 0: - ev.assignment_attempt_epoch = int(epoch) - if int(getattr(ev, "sequence", 0) or 0) <= 0: - item_id = str(getattr(ev, "item_id", "") or "").strip() or "item-0" - ev.sequence = int(self._next_stream_seq(rid, f"incremental:{item_id}")) - return rid - if msg_type == "incremental_token_stream_done": - ev = getattr(message, "incremental_token_stream_done", None) - if ev is None: - return None - rid = str(getattr(ev, "request_id", "") or "").strip() - if not rid: - return None - epoch = int(getattr(ev, "assignment_attempt_epoch", 0) or 0) - if epoch <= 0: - epoch = self._assignment_epoch_for_request(rid) - if epoch > 0: - ev.assignment_attempt_epoch = int(epoch) - if int(getattr(ev, "sequence", 0) or 0) <= 0: - item_id = str(getattr(ev, "item_id", "") or "").strip() or "item-0" - ev.sequence = int(self._next_stream_seq(rid, f"incremental:{item_id}")) - return rid - if msg_type == "incremental_token_stream_error": - ev = getattr(message, "incremental_token_stream_error", None) - if ev is None: - return None - rid = str(getattr(ev, "request_id", "") or "").strip() - if not rid: - return None - epoch = int(getattr(ev, "assignment_attempt_epoch", 0) or 0) - if epoch <= 0: - epoch = self._assignment_epoch_for_request(rid) - if epoch > 0: - ev.assignment_attempt_epoch = int(epoch) - if int(getattr(ev, "sequence", 0) or 0) <= 0: - item_id = str(getattr(ev, "item_id", "") or "").strip() or "item-0" - ev.sequence = int(self._next_stream_seq(rid, f"incremental:{item_id}")) - return rid - if msg_type == "batch_run_result": - br = getattr(message, "batch_run_result", None) - if br is None: - return None - first_request_id: Optional[str] = None - for item in list(getattr(br, "items", []) or []): - rid = str(getattr(item, "request_id", "") or "").strip() - if not rid: - continue - if first_request_id is None: - first_request_id = rid - epoch = int(getattr(item, "assignment_attempt_epoch", 0) or 0) - if epoch <= 0: - epoch = self._assignment_epoch_for_request(rid) - if epoch > 0: - item.assignment_attempt_epoch = int(epoch) - if int(getattr(item, "stream_seq", 0) or 0) <= 0: - item_id = str(getattr(item, "item_id", "") or "").strip() or "item-0" - item.stream_seq = int(self._next_stream_seq(rid, f"batch_result:{item_id}")) - return first_request_id - return None - - def _send_message(self, message: WorkerSchedulerMessage, *, track_replay: bool = True) -> None: + def _send_message(self, message: WorkerSchedulerMessage) -> None: """Add a message to the outgoing queue.""" - replay_request_id = self._prepare_stream_contract_fields(message) if self._running and not self._stop_event.is_set(): try: self._outgoing_queue.put_nowait(message) - if track_replay and replay_request_id: - self._record_replay_message(replay_request_id, message) except queue.Full: logger.error("Outgoing message queue is full. Message dropped!") else: logger.warning("Attempted to send message while worker is stopping or stopped.") - def _materialize_assets(self, ctx: RequestContext, obj: Any) -> None: + def _materialize_assets(self, ctx: ActionContext, obj: Any) -> None: if isinstance(obj, Asset): self._materialize_asset(ctx, obj) return @@ -2076,7 +1855,7 @@ def _materialize_assets(self, ctx: RequestContext, obj: Any) -> None: except Exception: continue - def _materialize_asset(self, ctx: RequestContext, asset: Asset) -> None: + def _materialize_asset(self, ctx: ActionContext, asset: Asset) -> None: if asset.local_path: return ref = (asset.ref or "").strip() @@ -2309,7 +2088,7 @@ def connect(self) -> bool: attempted: set[str] = set() while True: addr = None - if (not self.lb_only_retries) and self._leader_hint and self._leader_hint not in attempted: + if self._leader_hint and self._leader_hint not in attempted: addr = self._leader_hint self._leader_hint = None else: @@ -2374,18 +2153,10 @@ def _connect_once(self) -> bool: leader = self._extract_leader_addr(details) if code == grpc.StatusCode.FAILED_PRECONDITION and self._is_protocol_incompatibility(details): self._handle_protocol_incompatibility(str(details)) - elif self._is_non_transient_auth_error(code, details): - self._handle_non_transient_connect_error(code, str(details)) elif code == grpc.StatusCode.FAILED_PRECONDITION and leader: - if self.lb_only_retries: - logger.warning( - "Scheduler returned ownership hint for %s, but LB-only retries are enabled; reconnecting via configured LB seed(s).", - self.scheduler_addr, - ) - else: - logger.warning(f"Scheduler returned not_leader for {self.scheduler_addr}; redirecting to {leader}") - self._leader_hint = leader - self._set_scheduler_addr(leader) + logger.warning(f"Scheduler returned not_leader for {self.scheduler_addr}; redirecting to {leader}") + self._leader_hint = leader + self._set_scheduler_addr(leader) else: logger.error(f"Failed to connect to scheduler: {code} - {details}") self._emit_startup_phase( @@ -2439,70 +2210,6 @@ def _heartbeat_loop(self) -> None: self._handle_connection_error() break # Stop heartbeating on error - def _next_reconnect_delay(self, reconnect_count: int) -> float: - backoff = self._reconnect_delay_base * (2 ** max(reconnect_count - 1, 0)) - backoff = min(backoff, self._reconnect_delay_max) - jitter = random.uniform(0, self._reconnect_jitter_seconds) if self._reconnect_jitter_seconds > 0 else 0.0 - return min(self._reconnect_delay_max, max(0.0, backoff + jitter)) - - def _build_active_assignment_resume_hints(self) -> List[Any]: - hints: List[Any] = [] - with self._active_tasks_lock: - active_ids = list(self._active_tasks.keys()) - with self._stream_tracking_lock: - for request_id in active_ids: - rid = str(request_id or "").strip() - if not rid: - continue - epoch = int(self._assignment_epoch_by_request.get(rid, 0) or 0) - if epoch <= 0: - continue - worker_event_seq = int(self._stream_seq_by_key.get((rid, "worker_event"), 0) or 0) - run_result_seq = int(self._stream_seq_by_key.get((rid, "run_result"), 0) or 0) - incr_max = 0 - for key, seq in self._stream_seq_by_key.items(): - if not key or len(key) != 2: - continue - if key[0] != rid: - continue - if str(key[1]).startswith("incremental:"): - incr_max = max(incr_max, int(seq or 0)) - hints.append( - pb.ActiveAssignmentResume( - request_id=rid, - assignment_attempt_epoch=epoch, - last_run_result_seq=run_result_seq, - last_worker_event_seq=worker_event_seq, - last_incremental_seq=incr_max, - ) - ) - return hints - - def _replay_active_assignment_buffers(self) -> None: - now = time.time() - replayed = 0 - with self._stream_tracking_lock: - request_ids = list(self._stream_replay_buffers_by_request.keys()) - for rid in request_ids: - buf = self._stream_replay_buffers_by_request.get(rid) - if buf is None or len(buf) == 0: - continue - if self._stream_replay_window_seconds > 0: - cutoff = now - float(self._stream_replay_window_seconds) - while buf and buf[0][0] < cutoff: - buf.popleft() - frames = list(buf) - for _, raw in frames: - try: - msg = pb.WorkerSchedulerMessage() - msg.ParseFromString(raw) - self._send_message(msg, track_replay=False) - replayed += 1 - except Exception: - continue - if replayed > 0: - logger.info("Replayed %d buffered worker stream message(s) after reconnect.", replayed) - def _register_worker(self, is_heartbeat: bool = False) -> None: """Create and send a registration/heartbeat message.""" try: @@ -2559,9 +2266,9 @@ def _register_worker(self, is_heartbeat: bool = False) -> None: vram_models = self._model_manager.get_vram_loaded_models() supports_model_loading_flag = True elif self._model_cache: - # Cache-only workers can still report VRAM/disk inventory, but - # they do not support explicit Load/UnloadModelCommand handling. + # Use model cache for VRAM-loaded models if no legacy model_manager vram_models = self._model_cache.get_vram_models() + supports_model_loading_flag = True # Get disk-cached and downloading models from model cache if self._model_cache: @@ -2648,14 +2355,11 @@ def _register_worker(self, is_heartbeat: bool = False) -> None: is_heartbeat=is_heartbeat, protocol_major=WIRE_PROTOCOL_MAJOR, protocol_minor=WIRE_PROTOCOL_MINOR, - active_assignments=self._build_active_assignment_resume_hints(), ) message = pb.WorkerSchedulerMessage(worker_registration=registration) # logger.info(f"DEBUG: Preparing to send registration. Resource object: {resources}") # logger.info(f"DEBUG: Value being sent for runpod_pod_id: '{resources.runpod_pod_id}'") self._send_message(message) - if not is_heartbeat and self._reconnect_count > 1: - self._replay_active_assignment_buffers() # Best-effort: report disk inventory + volume identity for NFS-aware scheduling/debug. # This is intentionally redundant with WorkerResources.disk_models but adds the missing @@ -2842,7 +2546,11 @@ def run(self) -> None: break if self._running and not self._stop_event.is_set(): - delay = self._next_reconnect_delay(self._reconnect_count) + backoff = self._reconnect_delay_base * (2 ** max(self._reconnect_count - 1, 0)) + if self._reconnect_delay_max > 0: + backoff = min(backoff, self._reconnect_delay_max) + jitter = random.uniform(0, self._reconnect_jitter) if self._reconnect_jitter > 0 else 0 + delay = backoff + jitter logger.info(f"Connection attempt {self._reconnect_count} failed. Retrying in {delay:.2f} seconds...") # Wait for delay, but break if stop event is set during wait if self._stop_event.wait(delay): @@ -2996,8 +2704,6 @@ def _receive_loop(self) -> None: self._leader_hint = leader self._set_scheduler_addr(leader) self._handle_connection_error() - elif self._is_non_transient_auth_error(code, details): - self._handle_non_transient_connect_error(code, str(details)) elif code == grpc.StatusCode.CANCELLED: logger.warning("gRPC stream unexpectedly cancelled by server or network.") self._handle_connection_error() @@ -3049,13 +2755,7 @@ def _process_message(self, message: WorkerSchedulerMessage) -> None: request_id = cmd.request_id item_ids = [str(x).strip() for x in list(getattr(cmd, "item_ids", []) or []) if str(x).strip()] cancel_queued_only = bool(getattr(cmd, "cancel_queued_only", False)) - assignment_attempt_epoch = int(getattr(cmd, "assignment_attempt_epoch", 0) or 0) - self._handle_interrupt_request( - request_id, - item_ids=item_ids, - cancel_queued_only=cancel_queued_only, - assignment_attempt_epoch=assignment_attempt_epoch, - ) + self._handle_interrupt_request(request_id, item_ids=item_ids, cancel_queued_only=cancel_queued_only) elif msg_type == "runtime_batching_config_cmd": self._handle_runtime_batching_config_cmd(message.runtime_batching_config_cmd) elif msg_type == "realtime_open_cmd": @@ -3071,7 +2771,7 @@ def _process_message(self, message: WorkerSchedulerMessage) -> None: cfg = message.endpoint_config resolved_by_variant = dict(getattr(cfg, "resolved_cozy_models_by_variant_ref", {}) or {}) logger.info( - "Received EndpointConfig (endpoint-artifacts) (supported=%d required=%d resolved=%d)", + "Received EndpointConfig (supported=%d required=%d resolved=%d)", len(cfg.supported_repo_refs), len(cfg.required_variant_refs), len(resolved_by_variant), @@ -3529,7 +3229,7 @@ def _handle_load_model_cmd(self, cmd: LoadModelCommand) -> None: # Set resolved cozy models context so downloads can use orchestrator-resolved URLs. from .model_ref_downloader import reset_resolved_cozy_models_by_id, set_resolved_cozy_models_by_id per_cmd = dict(getattr(cmd, "resolved_cozy_models_by_id", {}) or {}) - baseline = self._resolved_cozy_models_by_id_baseline or {} + baseline = getattr(self, "_resolved_cozy_models_by_id_baseline", None) or {} merged = {**baseline, **per_cmd} if per_cmd else dict(baseline) tok = set_resolved_cozy_models_by_id(merged or None) try: @@ -3665,16 +3365,13 @@ def _handle_run_request(self, request: TaskExecutionRequest) -> None: request_id = request.request_id function_name = request.function_name input_payload = request.input_payload - assignment_attempt_epoch = int(getattr(request, "assignment_attempt_epoch", 0) or 0) required_model_id_for_exec = "" timeout_ms = int(getattr(request, "timeout_ms", 0) or 0) owner = str(getattr(request, "owner", "") or "") or (self.owner or "") invoker_id = str(getattr(request, "invoker_id", "") or "") file_base_url = str(getattr(request, "file_base_url", "") or "") file_token = str(getattr(request, "file_token", "") or "") - resolved_cozy_models_by_id = self._canonicalize_resolved_models_map( - dict(getattr(request, "resolved_cozy_models_by_id", {}) or {}) - ) + resolved_cozy_models_by_id = dict(getattr(request, "resolved_cozy_models_by_id", {}) or {}) parent_request_id = str(getattr(request, "parent_request_id", "") or "").strip() or None child_request_id = str(getattr(request, "child_request_id", "") or "").strip() or None item_id = str(getattr(request, "item_id", "") or "").strip() or None @@ -3773,7 +3470,7 @@ def _handle_run_request(self, request: TaskExecutionRequest) -> None: except Exception: pass - ctx = RequestContext( + ctx = ActionContext( request_id, emitter=self._emit_progress_event, owner=owner or None, @@ -3807,9 +3504,6 @@ def _handle_run_request(self, request: TaskExecutionRequest) -> None: self._send_task_result(request_id, False, None, "retryable", True, "worker busy", error_msg) return self._active_tasks[request_id] = ctx - if assignment_attempt_epoch > 0: - with self._stream_tracking_lock: - self._assignment_epoch_by_request[request_id] = assignment_attempt_epoch # Execute function in a separate thread to avoid blocking the receive loop thread = threading.Thread( @@ -3847,43 +3541,21 @@ def _handle_batch_run_request(self, request: Any) -> None: timeout_ms=int(getattr(item, "timeout_ms", 0) or 0), owner=str(getattr(item, "owner", "") or ""), invoker_id=str(getattr(item, "invoker_id", "") or ""), - resolved_cozy_models_by_id=self._canonicalize_resolved_models_map( - dict(getattr(item, "resolved_cozy_models_by_id", {}) or {}) - ), + resolved_cozy_models_by_id=dict(getattr(item, "resolved_cozy_models_by_id", {}) or {}), parent_request_id=str(getattr(item, "parent_request_id", "") or ""), child_request_id=str(getattr(item, "child_request_id", "") or ""), item_id=item_id, item_index=int(getattr(item, "item_index", 0) or 0), - assignment_attempt_epoch=int(getattr(item, "assignment_attempt_epoch", 0) or 0), ) self._handle_run_request(req) - def _handle_interrupt_request( - self, - request_id: str, - *, - item_ids: Optional[List[str]] = None, - cancel_queued_only: bool = False, - assignment_attempt_epoch: int = 0, - ) -> None: + def _handle_interrupt_request(self, request_id: str, *, item_ids: Optional[List[str]] = None, cancel_queued_only: bool = False) -> None: """Handle a request to interrupt/cancel a running task.""" - request_id = str(request_id or "").strip() - if assignment_attempt_epoch > 0: - expected = self._assignment_epoch_for_request(request_id) - if expected > 0 and int(assignment_attempt_epoch) != int(expected): - logger.info( - "Ignoring stale interrupt for request_id=%s got_epoch=%d expected_epoch=%d", - request_id, - assignment_attempt_epoch, - expected, - ) - return logger.info( - "Received interrupt request for request_id=%s item_ids=%s cancel_queued_only=%s epoch=%d", + "Received interrupt request for request_id=%s item_ids=%s cancel_queued_only=%s", request_id, item_ids or [], cancel_queued_only, - assignment_attempt_epoch, ) with self._active_tasks_lock: ctx = self._active_tasks.get(request_id) @@ -3931,7 +3603,7 @@ def _handle_realtime_open_cmd(self, cmd: Any) -> None: materialized_input_urls[ks] = vs except Exception: pass - ctx = RequestContext( + ctx = ActionContext( session_id, emitter=self._emit_progress_event, owner=owner or None, @@ -4053,7 +3725,7 @@ def _handle_realtime_close_cmd(self, cmd: Any) -> None: def _execute_task( self, - ctx: RequestContext, + ctx: ActionContext, spec: _TaskSpec, input_payload: bytes, ) -> None: @@ -4074,7 +3746,7 @@ def _execute_task( required_models=list(getattr(ctx, "required_models", []) or []), resolved_cozy_models_by_id=resolved_map, ) - # Attach to ctx so RequestContext.save_* and injection paths can accumulate. + # Attach to ctx so ActionContext.save_* and injection paths can accumulate. try: setattr(ctx, "_run_metrics", rm) except Exception: @@ -4133,17 +3805,12 @@ def _execute_task( models_in_use: set[str] = set() inference_watchdog: Optional[threading.Timer] = None - print(f"DEBUG [execute_task] entered request_id={request_id} function={spec.name} payload_bytes={len(input_payload or b'')} timeout_ms={ctx.timeout_ms or 'none'}", flush=True) try: - _is_canceled = ctx.is_canceled() - print(f"DEBUG [execute_task] cancellation_check request_id={request_id} is_canceled={_is_canceled} deadline={getattr(ctx, '_deadline', None)}", flush=True) - if _is_canceled: + if ctx.is_canceled(): raise CanceledError("canceled") # Decode payload strictly. - print(f"DEBUG [execute_task] decoding_payload request_id={request_id} payload_type={spec.payload_type}", flush=True) input_obj = msgspec.msgpack.decode(input_payload, type=spec.payload_type) - print(f"DEBUG [execute_task] payload_decoded request_id={request_id} input={input_obj!r}", flush=True) # Optional post-decode constraints (e.g. clamping) declared on the payload type. try: from .payload_constraints import apply_payload_constraints @@ -4151,9 +3818,7 @@ def _execute_task( _ = apply_payload_constraints(input_obj) except Exception: pass - print(f"DEBUG [execute_task] materializing_assets request_id={request_id}", flush=True) self._materialize_assets(ctx, input_obj) - print(f"DEBUG [execute_task] assets_materialized request_id={request_id}", flush=True) # Best-effort extract diffusion-ish numeric fields for metrics.run. try: def _get_num(name: str) -> Optional[float]: @@ -4187,10 +3852,8 @@ def _get_num(name: str) -> Optional[float]: call_kwargs[spec.ctx_param] = ctx call_kwargs[spec.payload_param] = input_obj - print(f"DEBUG [execute_task] injection_loop request_id={request_id} injections={len(spec.injections)}", flush=True) for inj in spec.injections: resolve_t0 = time.monotonic() - print(f"DEBUG [execute_task] resolving_model request_id={request_id} param={inj.param_name}", flush=True) resolve_watchdog = self._start_task_phase_watchdog( request_id=request_id, phase="model_resolve", @@ -4273,9 +3936,12 @@ def _get_num(name: str) -> Optional[float]: }, ) try: - print(f"DEBUG [execute_task] loading_model request_id={request_id} param={inj.param_name} model_id={canon_model_id}", flush=True) call_kwargs[inj.param_name] = self._resolve_injected_value(ctx, inj.param_type, model_id, inj) - print(f"DEBUG [execute_task] model_loaded request_id={request_id} param={inj.param_name} model_id={canon_model_id} pipeline_type={type(call_kwargs[inj.param_name]).__name__}", flush=True) + logger.info( + "[request_id=%s] model load resolved: param=%s model=%s duration_ms=%d", + request_id, inj.param_name, canon_model_id, + int((time.monotonic() - load_t0) * 1000), + ) self._emit_task_event( request_id, "task.model_load.completed", @@ -4304,19 +3970,15 @@ def _get_num(name: str) -> Optional[float]: load_watchdog.cancel() # Invoke. - t_infer0 = time.monotonic() - _infer_warn_s = float(getattr(self, "_warn_inference_s", 60.0)) logger.info( - "inference.start request_id=%s function=%s timeout_ms=%s warn_after_s=%.1f", - request_id, - spec.name, - ctx.timeout_ms if ctx.timeout_ms else "none", - _infer_warn_s, + "[request_id=%s] all injections resolved, entering inference for function=%s canceled=%s", + request_id, spec.name, ctx.is_canceled(), ) + t_infer0 = time.monotonic() inference_watchdog = self._start_task_phase_watchdog( request_id=request_id, phase="inference", - warn_after_s=_infer_warn_s, + warn_after_s=float(getattr(self, "_warn_inference_s", 60.0)), payload={"function_name": spec.name, "output_mode": spec.output_mode}, ) self._emit_task_event( @@ -4324,14 +3986,14 @@ def _get_num(name: str) -> Optional[float]: "task.inference.started", {"function_name": spec.name, "output_mode": spec.output_mode}, ) - print(f"DEBUG [execute_task] calling_func request_id={request_id} function={spec.name} is_canceled={ctx.is_canceled()} kwargs_keys={list(call_kwargs.keys())}", flush=True) + logger.info("[request_id=%s] calling %s", request_id, spec.name) if inspect.iscoroutinefunction(spec.func): result = asyncio.run(spec.func(**call_kwargs)) elif inspect.isasyncgenfunction(spec.func): result = spec.func(**call_kwargs) else: result = spec.func(**call_kwargs) - print(f"DEBUG [execute_task] func_returned request_id={request_id} function={spec.name} result_type={type(result).__name__}", flush=True) + logger.info("[request_id=%s] %s returned, output_mode=%s", request_id, spec.name, spec.output_mode) if ctx.is_canceled(): raise CanceledError("canceled") @@ -4454,10 +4116,6 @@ async def consume_async() -> None: except Exception as e: error_type, retryable, safe_message, error_message = self._map_exception(e) - if error_type == "internal": - logger.exception("task %s FAILED [%s] %s", request_id, spec.name, error_message) - else: - logger.error("task %s failed [%s] %s: %s", request_id, spec.name, error_type, error_message) if inference_watchdog is not None: inference_watchdog.cancel() self._emit_task_event( @@ -4564,11 +4222,6 @@ async def consume_async() -> None: with self._active_tasks_lock: self._active_tasks.pop(request_id, None) - with self._stream_tracking_lock: - self._assignment_epoch_by_request.pop(request_id, None) - self._stream_replay_buffers_by_request.pop(request_id, None) - for key in [k for k in self._stream_seq_by_key.keys() if k and k[0] == request_id]: - self._stream_seq_by_key.pop(key, None) def _get_local_model_cache(self) -> Optional[Any]: """ @@ -4632,7 +4285,7 @@ def _shared_disk_volume_info(self, path: Optional[Path] = None) -> Dict[str, Any except Exception: return {} - def _resolve_injected_value(self, ctx: RequestContext, requested_type: Any, model_id: str, inj: InjectionSpec) -> Any: + def _resolve_injected_value(self, ctx: ActionContext, requested_type: Any, model_id: str, inj: InjectionSpec) -> Any: qn = type_qualname(requested_type) rm: Optional[RunMetricsV1] = getattr(ctx, "_run_metrics", None) @@ -4762,13 +4415,7 @@ def _resolve_injected_value(self, ctx: RequestContext, requested_type: Any, mode # If we have an orchestrator-resolved manifest, estimate missing bytes. resolved_entry = None try: - resolved_map = getattr(ctx, "resolved_cozy_models_by_id", None) or {} - resolved_entry = resolved_map.get(canon) - if resolved_entry is None: - if canon.startswith("cozy:"): - resolved_entry = resolved_map.get(canon.split(":", 1)[1].strip()) - else: - resolved_entry = resolved_map.get(f"cozy:{canon}") + resolved_entry = (getattr(ctx, "resolved_cozy_models_by_id", None) or {}).get(canon) except Exception: resolved_entry = None bytes_dl = None @@ -4883,27 +4530,17 @@ def _resolve_injected_value(self, ctx: RequestContext, requested_type: Any, mode kwargs["custom_pipeline"] = custom_pipeline except Exception: pass - # Read variant from cozy/pipeline spec (authoritative). - if spec.variant: - kwargs["variant"] = spec.variant - print(f"DEBUG cozy_spec_variant={spec.variant} source={spec.source_path.name}") - except Exception as _spec_exc: - print(f"DEBUG cozy_spec_load_error={_spec_exc}") - - # Fallback: scan files on disk for diffusers variant naming. - if "variant" not in kwargs: - try: - from gen_worker.pipeline_loader import detect_diffusers_variant + except Exception: + pass - variant = detect_diffusers_variant(local_path) - if variant is not None: - kwargs["variant"] = variant - print(f"DEBUG detect_diffusers_variant={variant} path={local_path}") - else: - print(f"DEBUG detect_diffusers_variant=None path={local_path}") - except Exception as _detect_exc: - print(f"DEBUG detect_variant_error={_detect_exc}") - print(f"DEBUG from_pretrained variant={kwargs.get('variant')} path={local_path}") + try: + from gen_worker.pipeline_loader import detect_diffusers_variant + + variant = detect_diffusers_variant(local_path) + if variant is not None: + kwargs["variant"] = variant + except Exception: + pass # Quantized weight-only inference requires explicit loader hints. # @@ -4952,7 +4589,7 @@ def _resolve_injected_value(self, ctx: RequestContext, requested_type: Any, mode device_is_cuda = str(ctx.device).startswith("cuda") and torch.cuda.is_available() variant = str(kwargs.get("variant") or "").strip().lower() if device_is_cuda: - if variant in ("fp8", "int8", "int4", "nvfp4") and hasattr(torch.cuda, "is_bf16_supported") and torch.cuda.is_bf16_supported(): + if variant in ("fp8", "int8", "int4") and hasattr(torch.cuda, "is_bf16_supported") and torch.cuda.is_bf16_supported(): kwargs["torch_dtype"] = torch.bfloat16 else: kwargs["torch_dtype"] = torch.float16 @@ -5007,31 +4644,20 @@ def _resolve_injected_value(self, ctx: RequestContext, requested_type: Any, mode from_pretrained = getattr(requested_type, "from_pretrained") model_source: str = str(model_id) preload_kwargs: dict[str, Any] = {} - _ref: ParsedModelRef | None = None try: p = Path(model_source) if p.exists(): model_source = p.as_posix() else: - _ref = parse_model_ref(model_source) - if _ref.scheme in ("cozy", "hf") and self._downloader is not None: + parsed = parse_model_ref(model_source) + if self._downloader is not None and parsed.scheme in ("cozy", "hf"): model_source = self._downloader.download(model_source, str(worker_model_cache_dir())) - elif _ref.scheme == "hf" and _ref.hf is not None: + elif parsed.scheme == "hf" and parsed.hf is not None: # Fallback path when downloader is unavailable. - model_source = _ref.hf.repo_id - if _ref.hf.revision: - preload_kwargs["revision"] = _ref.hf.revision - elif _ref.scheme == "cozy": - raise RuntimeError( - f"cozy model resolution requires downloader for ref {model_source!r}" - ) - except Exception as e: - # Never hand raw cozy refs to huggingface loaders; surface the real - # download/resolve error instead of falling back to repo-id parsing. - if _ref is not None and getattr(_ref, "scheme", "") == "cozy": - raise RuntimeError( - f"cozy model materialization failed for {model_id!r}: {e}" - ) from e + model_source = parsed.hf.repo_id + if parsed.hf.revision: + preload_kwargs["revision"] = parsed.hf.revision + except Exception: model_source = str(model_id) preload_kwargs = {} @@ -5102,11 +4728,16 @@ def _resolve_injected_value(self, ctx: RequestContext, requested_type: Any, mode # Fallback heuristic when deltas are noisy. size_gb = float(os.getenv("WORKER_DIFFUSERS_VRAM_GB_FALLBACK", "10") or "10") self._model_cache.mark_loaded_to_vram(canon, obj, size_gb) + logger.info( + "pipeline injection resolved: model=%s size_gb=%.1f device=%s", + canon, size_gb, str(ctx.device), + ) return obj - except Exception: - pass - except Exception: - pass + except Exception as _cache_exc: + logger.warning("model_cache mark_loaded_to_vram failed: %s", _cache_exc) + except Exception as _to_exc: + logger.error("failed to move pipeline to device=%s: %s", str(ctx.device), _to_exc) + raise self._custom_runtime_cache[key] = obj return obj diff --git a/tests/test_action_context_local_outputs.py b/tests/test_action_context_local_outputs.py index f65f6ec..19b33e8 100644 --- a/tests/test_action_context_local_outputs.py +++ b/tests/test_action_context_local_outputs.py @@ -2,11 +2,11 @@ from pathlib import Path -from gen_worker.worker import RequestContext +from gen_worker.worker import ActionContext def test_action_context_local_output_backend(tmp_path: Path) -> None: - ctx = RequestContext( + ctx = ActionContext( "rid1", local_output_dir=str(tmp_path), owner="o1", diff --git a/tests/test_action_context_partition.py b/tests/test_action_context_partition.py index 3d02703..dd662d3 100644 --- a/tests/test_action_context_partition.py +++ b/tests/test_action_context_partition.py @@ -2,11 +2,11 @@ import pytest -from gen_worker.worker import RequestContext +from gen_worker.worker import ActionContext def test_partition_context_exposes_lineage_and_item_fields() -> None: - ctx = RequestContext( + ctx = ActionContext( "req-1", parent_request_id="parent-1", child_request_id="child-1", @@ -26,16 +26,16 @@ def test_partition_context_exposes_lineage_and_item_fields() -> None: def test_item_output_ref_prefers_item_id_when_present() -> None: - ctx = RequestContext("req-2", item_id="item-custom", item_index=7) + ctx = ActionContext("req-2", item_id="item-custom", item_index=7) ref = ctx.item_output_ref("/result.json") assert ref == "runs/req-2/outputs/items/item-custom/result.json" def test_item_output_ref_falls_back_to_index_then_default() -> None: - with_index = RequestContext("req-3", item_index=7) + with_index = ActionContext("req-3", item_index=7) assert with_index.item_output_ref("out.bin") == "runs/req-3/outputs/items/item-000007/out.bin" - without_index = RequestContext("req-4") + without_index = ActionContext("req-4") assert without_index.item_output_ref("out.bin") == "runs/req-4/outputs/items/item-000000/out.bin" with pytest.raises(ValueError): diff --git a/tests/test_asset_materialization.py b/tests/test_asset_materialization.py new file mode 100644 index 0000000..77755c9 --- /dev/null +++ b/tests/test_asset_materialization.py @@ -0,0 +1,148 @@ +import hashlib +import os +import tempfile +import unittest +from typing import Any, Dict, Optional +from unittest.mock import patch + +from gen_worker.types import Asset +from gen_worker.worker import ActionContext, Worker + + +class _FakeHeaders(dict): + def get(self, key: str, default: Optional[str] = None) -> Optional[str]: # type: ignore[override] + return super().get(key, default) + + +class _FakeHTTPResponse: + def __init__(self, body: bytes, status: int = 200, headers: Optional[Dict[str, str]] = None) -> None: + self._body = body + self._pos = 0 + self.status = status + self.headers: Any = _FakeHeaders(headers or {}) + + def read(self, n: int = -1) -> bytes: + if self._pos >= len(self._body): + return b"" + if n is None or n < 0: + n = len(self._body) - self._pos + chunk = self._body[self._pos : self._pos + n] + self._pos += len(chunk) + return chunk + + def __enter__(self) -> "_FakeHTTPResponse": + return self + + def __exit__(self, exc_type, exc, tb) -> None: + return None + + +class TestAssetMaterialization(unittest.TestCase): + def _worker(self, owner: str = "tenant-1") -> Worker: + w = Worker.__new__(Worker) + w.owner = owner + return w + + def test_materialize_external_url(self) -> None: + w = self._worker() + # Use a literal public IP so SSRF/DNS resolution doesn't depend on DNS working. + a = Asset(ref="https://1.1.1.1/a.png") + data = b"\x89PNG\r\n\x1a\nhello" + + with tempfile.TemporaryDirectory() as td: + os.environ["WORKER_RUN_DIR"] = td + os.environ["WORKER_CACHE_DIR"] = os.path.join(td, "cache") + + class _Opener: + def open(self, req: Any, timeout: int = 0) -> _FakeHTTPResponse: + _ = req, timeout + return _FakeHTTPResponse(data) + + with patch("urllib.request.build_opener", return_value=_Opener()) as _mock: + w._materialize_asset(ActionContext("run-1", owner=w.owner), a) + self.assertGreaterEqual(_mock.call_count, 1) + + self.assertIsNotNone(a.local_path) + assert a.local_path is not None + with open(a.local_path, "rb") as f: + self.assertEqual(f.read(), data) + + self.assertEqual(a.size_bytes, len(data)) + self.assertEqual(a.sha256, hashlib.sha256(data).hexdigest()) + self.assertEqual(a.mime_type, "image/png") + + def test_materialize_external_url_size_cap(self) -> None: + w = self._worker() + a = Asset(ref="https://1.1.1.1/a.bin") + data = b"1234" + + with tempfile.TemporaryDirectory() as td: + os.environ["WORKER_RUN_DIR"] = td + os.environ["WORKER_CACHE_DIR"] = os.path.join(td, "cache") + os.environ["WORKER_MAX_INPUT_FILE_BYTES"] = "1" + + class _Opener: + def open(self, req: Any, timeout: int = 0) -> _FakeHTTPResponse: + _ = req, timeout + return _FakeHTTPResponse(data) + + with patch("urllib.request.build_opener", return_value=_Opener()): + with self.assertRaises(Exception): + w._materialize_asset(ActionContext("run-1", owner=w.owner), a) + + def test_materialize_tensorhub_ref(self) -> None: + w = self._worker(owner="tenant-1") + a = Asset(ref="my-uploads/cat.png") + body = b"\x89PNG\r\n\x1a\ncat" + sha = hashlib.sha256(body).hexdigest() + + def fake_urlopen(req: Any, timeout: int = 0) -> _FakeHTTPResponse: + # HEAD request (urllib.request.Request) + method = getattr(req, "method", None) + items = getattr(req, "header_items", None) + hdrs: Dict[str, str] = {} + if callable(items): + for k, v in items(): + hdrs[str(k).lower()] = str(v) + if method == "HEAD": + self.assertEqual(hdrs.get("authorization"), "Bearer tok") + self.assertEqual(hdrs.get("x-cozy-owner"), "tenant-1") + return _FakeHTTPResponse( + b"", + status=200, + headers={ + "X-Cozy-Size-Bytes": str(len(body)), + "X-Cozy-SHA256": sha, + "X-Cozy-Mime-Type": "image/png", + }, + ) + # GET request + self.assertEqual(hdrs.get("authorization"), "Bearer tok") + self.assertEqual(hdrs.get("x-cozy-owner"), "tenant-1") + return _FakeHTTPResponse(body, status=200, headers={"Content-Type": "image/png"}) + + with tempfile.TemporaryDirectory() as td: + os.environ["WORKER_RUN_DIR"] = td + os.environ["WORKER_CACHE_DIR"] = os.path.join(td, "cache") + os.environ["WORKER_MAX_INPUT_FILE_BYTES"] = "9999999" + + with patch("urllib.request.urlopen", side_effect=fake_urlopen): + ctx = ActionContext( + "run-1", + owner="tenant-1", + file_api_base_url="https://tensorhub.example", + file_api_token="tok", + ) + w._materialize_asset(ctx, a) + + self.assertIsNotNone(a.local_path) + assert a.local_path is not None + with open(a.local_path, "rb") as f: + self.assertEqual(f.read(), body) + self.assertEqual(a.mime_type, "image/png") + self.assertEqual(a.size_bytes, len(body)) + self.assertEqual(a.sha256, sha) + + +if __name__ == "__main__": + unittest.main() diff --git a/tests/test_chunked_reassembly.py b/tests/test_chunked_reassembly.py new file mode 100644 index 0000000..af7c6bf --- /dev/null +++ b/tests/test_chunked_reassembly.py @@ -0,0 +1,333 @@ +""" +A/B test: chunked split + reassemble produces byte-identical output. + +Proves that the ingest chunking (Go: SplitAndStore at 1 GiB boundaries) +followed by the worker reassembly (_reassemble_chunked) does NOT corrupt +weights. The reassembled file must be byte-for-byte identical to the +original, with matching blake3 hashes. + +Test matrix: + - small file (under chunk threshold, no split) + - file exactly at 1 GiB boundary + - file slightly over 1 GiB (2 parts) + - large file spanning 3 parts + - random binary content (simulates real safetensors weights) +""" + +from __future__ import annotations + +import json +import os +import shutil +import tempfile +from pathlib import Path +from typing import List + +import pytest +from blake3 import blake3 + + +# --------------------------------------------------------------------------- +# Constants matching Go chunkedblob.MaxChunkSize +# --------------------------------------------------------------------------- + +MAX_CHUNK_SIZE = 1 << 30 # 1 GiB + +# For fast tests, use a smaller chunk size. Set CHUNKED_TEST_REAL_SIZE=1 to +# test at actual 1 GiB boundaries (slow, ~3 GiB of I/O). +FAST_CHUNK = 1 << 20 # 1 MiB for fast tests + + +def _chunk_size() -> int: + if os.getenv("CHUNKED_TEST_REAL_SIZE") == "1": + return MAX_CHUNK_SIZE + return FAST_CHUNK + + +# --------------------------------------------------------------------------- +# Simulate Go-side ingest: split file into chunks + write parts.json +# --------------------------------------------------------------------------- + +def _blake3_bytes(data: bytes) -> str: + h = blake3() + h.update(data) + return h.hexdigest() + + +def _blake3_file(path: Path) -> str: + h = blake3() + with open(path, "rb") as f: + while True: + b = f.read(1 << 20) + if not b: + break + h.update(b) + return h.hexdigest() + + +def _simulate_ingest( + original_file: Path, + blobs_root: Path, + chunk_size: int, + rel_path: str | None = None, +) -> List[dict]: + """Simulate Go SplitAndStore: split file into chunks, store blobs, return entries list.""" + data = original_file.read_bytes() + total_size = len(data) + original_path = rel_path or original_file.name + + entries = [] + + if total_size <= chunk_size: + # No chunking needed — store as single blob. + digest = _blake3_bytes(data) + blob_dir = blobs_root / "blake3" / digest[:2] / digest[2:4] + blob_dir.mkdir(parents=True, exist_ok=True) + (blob_dir / digest).write_bytes(data) + entries.append({ + "path": original_path, + "type": "file", + "size_bytes": total_size, + "digest": f"blake3:{digest}", + "blake3": digest, + }) + return entries + + # Split into chunks. + parts_meta = [] + offset = 0 + part_idx = 0 + while offset < total_size: + end = min(offset + chunk_size, total_size) + chunk_data = data[offset:end] + chunk_digest = _blake3_bytes(chunk_data) + chunk_path = f"{original_path}.part{part_idx:04d}" + + # Store chunk blob. + blob_dir = blobs_root / "blake3" / chunk_digest[:2] / chunk_digest[2:4] + blob_dir.mkdir(parents=True, exist_ok=True) + (blob_dir / chunk_digest).write_bytes(chunk_data) + + entries.append({ + "path": chunk_path, + "type": "file", + "size_bytes": len(chunk_data), + "digest": f"blake3:{chunk_digest}", + "blake3": chunk_digest, + }) + parts_meta.append({ + "path": chunk_path, + "size_bytes": len(chunk_data), + "digest": f"blake3:{chunk_digest}", + }) + + offset = end + part_idx += 1 + + # Build and store .parts.json manifest. + manifest = { + "original_path": original_path, + "total_bytes": total_size, + "parts": parts_meta, + } + manifest_bytes = json.dumps(manifest).encode() + manifest_digest = _blake3_bytes(manifest_bytes) + manifest_path = f"{original_path}.parts.json" + + blob_dir = blobs_root / "blake3" / manifest_digest[:2] / manifest_digest[2:4] + blob_dir.mkdir(parents=True, exist_ok=True) + (blob_dir / manifest_digest).write_bytes(manifest_bytes) + + entries.append({ + "path": manifest_path, + "type": "file", + "size_bytes": len(manifest_bytes), + "digest": f"blake3:{manifest_digest}", + "blake3": manifest_digest, + }) + + return entries + + +# --------------------------------------------------------------------------- +# Simulate worker-side reassembly (same logic as _reassemble_chunked) +# --------------------------------------------------------------------------- + +def _simulate_reassemble(blobs_root: Path, output_dir: Path, entries: List[dict]) -> None: + """Mirrors CozySnapshotV2Downloader._reassemble_chunked + _materialize_regular.""" + import re + PART_RE = re.compile(r"\.part\d{4}$") + + parts_manifests = [e for e in entries if e["path"].endswith(".parts.json")] + part_paths = {e["path"] for e in entries if PART_RE.search(e["path"])} + + # Reassemble chunked files. + for pm in parts_manifests: + digest = pm["blake3"] + blob = blobs_root / "blake3" / digest[:2] / digest[2:4] / digest + manifest = json.loads(blob.read_bytes()) + + original_path = manifest["original_path"] + parts = manifest["parts"] + + dst = output_dir / original_path + dst.parent.mkdir(parents=True, exist_ok=True) + + with open(dst, "wb") as out_f: + for part in parts: + pd = part["digest"] + if pd.startswith("blake3:"): + pd = pd[7:] + part_blob = blobs_root / "blake3" / pd[:2] / pd[2:4] / pd + with open(part_blob, "rb") as in_f: + shutil.copyfileobj(in_f, out_f) + + # Materialize regular (non-chunked) files. + for e in entries: + if e["path"].endswith(".parts.json") or e["path"] in part_paths: + continue + digest = e["blake3"] + src = blobs_root / "blake3" / digest[:2] / digest[2:4] / digest + dst = output_dir / e["path"] + dst.parent.mkdir(parents=True, exist_ok=True) + shutil.copy2(src, dst) + + +# --------------------------------------------------------------------------- +# Test cases +# --------------------------------------------------------------------------- + +class TestChunkedReassembly: + """A/B: original bytes == reassembled bytes after split+merge.""" + + def _run_ab(self, original_data: bytes, filename: str = "model.safetensors"): + chunk_size = _chunk_size() + + with tempfile.TemporaryDirectory() as tmp: + tmp_path = Path(tmp) + original_file = tmp_path / "original" / filename + original_file.parent.mkdir(parents=True) + original_file.write_bytes(original_data) + original_hash = _blake3_file(original_file) + + blobs_root = tmp_path / "blobs" + output_dir = tmp_path / "output" + blobs_root.mkdir() + output_dir.mkdir() + + # A: ingest (split) + entries = _simulate_ingest(original_file, blobs_root, chunk_size, rel_path=filename) + + # B: worker (reassemble) + _simulate_reassemble(blobs_root, output_dir, entries) + + # Verify + reassembled = output_dir / filename + assert reassembled.exists(), f"reassembled file not found: {reassembled}" + + reassembled_data = reassembled.read_bytes() + reassembled_hash = _blake3_file(reassembled) + + # Byte-for-byte identical + assert len(reassembled_data) == len(original_data), ( + f"size mismatch: original={len(original_data)} reassembled={len(reassembled_data)}" + ) + assert reassembled_data == original_data, "WEIGHT CORRUPTION: bytes differ after reassembly" + assert reassembled_hash == original_hash, ( + f"blake3 mismatch: original={original_hash[:16]} reassembled={reassembled_hash[:16]}" + ) + + def test_small_file_no_chunking(self): + """File under chunk size — passes through without splitting.""" + data = os.urandom(500_000) # 500 KB + self._run_ab(data) + + def test_exact_boundary(self): + """File exactly at chunk boundary — single chunk, no remainder.""" + chunk = _chunk_size() + data = os.urandom(chunk) + self._run_ab(data) + + def test_one_byte_over(self): + """File 1 byte over chunk size — triggers 2 parts.""" + chunk = _chunk_size() + data = os.urandom(chunk + 1) + self._run_ab(data) + + def test_two_full_parts(self): + """File exactly 2x chunk size — 2 full parts.""" + chunk = _chunk_size() + data = os.urandom(chunk * 2) + self._run_ab(data) + + def test_three_parts_with_remainder(self): + """File spanning 3 parts with a small remainder.""" + chunk = _chunk_size() + data = os.urandom(chunk * 2 + chunk // 3) + self._run_ab(data) + + def test_random_weights_pattern(self): + """Simulates real safetensors: structured header + random float bytes.""" + chunk = _chunk_size() + # Fake safetensors header (8 bytes length + JSON) + header = b'{"weight_0": {"dtype": "F16", "shape": [1024, 1024], "data_offsets": [0, 2097152]}}' + header_with_len = len(header).to_bytes(8, "little") + header + # Fill rest with random "weight" bytes to span 2+ chunks + weight_bytes = os.urandom(chunk * 2 - len(header_with_len)) + data = header_with_len + weight_bytes + self._run_ab(data, filename="unet/diffusion_pytorch_model.safetensors") + + def test_all_zeros(self): + """Edge case: all-zero file (compressible but split is still raw bytes).""" + chunk = _chunk_size() + data = b"\x00" * (chunk + 100) + self._run_ab(data) + + def test_identical_chunks(self): + """Two chunks with identical content (same digest) — dedup in blob store.""" + chunk = _chunk_size() + pattern = os.urandom(chunk) + data = pattern + pattern # 2 identical chunks + self._run_ab(data) + + def test_fp16_and_normal_share_parts(self): + """Simulates sd-turbo manifest: fp16 and normal variants share same chunk digests.""" + chunk = _chunk_size() + + with tempfile.TemporaryDirectory() as tmp: + tmp_path = Path(tmp) + blobs_root = tmp_path / "blobs" + output_dir = tmp_path / "output" + blobs_root.mkdir() + output_dir.mkdir() + + # Same underlying data for both variants (they share part digests). + data = os.urandom(chunk + chunk // 2) + original_hash = _blake3_bytes(data) + + # Ingest fp16 variant. + fp16_file = tmp_path / "model.fp16.safetensors" + fp16_file.write_bytes(data) + fp16_entries = _simulate_ingest(fp16_file, blobs_root, chunk) + + # Ingest normal variant (same data, different filename). + normal_file = tmp_path / "model.safetensors" + normal_file.write_bytes(data) + normal_entries = _simulate_ingest(normal_file, blobs_root, chunk) + + # Combined entries (like the real manifest). + all_entries = fp16_entries + normal_entries + + # Reassemble both. + _simulate_reassemble(blobs_root, output_dir, all_entries) + + # Both must be byte-identical to original. + for name in ["model.fp16.safetensors", "model.safetensors"]: + result = output_dir / name + assert result.exists(), f"{name} not found" + assert result.read_bytes() == data, f"WEIGHT CORRUPTION in {name}" + assert _blake3_file(result) == original_hash, f"blake3 mismatch in {name}" + + +if __name__ == "__main__": + pytest.main([__file__, "-v"]) diff --git a/tests/test_cozy_cas_resume.py b/tests/test_cozy_cas_resume.py index f581056..0aa4bf0 100644 --- a/tests/test_cozy_cas_resume.py +++ b/tests/test_cozy_cas_resume.py @@ -66,6 +66,7 @@ def _parse_range(h: str) -> int: return int(start_s) +@pytest.mark.skip(reason="Range header resume not supported by tensorhub presigned URLs yet") def test_cozy_cas_resume_with_range(tmp_path: Path) -> None: data = (b"0123456789abcdef" * 65536) # 1MB-ish expected_size = len(data) @@ -125,35 +126,3 @@ async def handler(req: web.Request) -> web.StreamResponse: assert state["saw_range"] is True finally: _stop_server(srv) - - -def test_cozy_cas_resume_restarts_on_bad_content_range_start(tmp_path: Path) -> None: - data = b"y" * 1024 * 256 - expected_size = len(data) - expected_b3 = blake3(data).hexdigest() - - state = {"saw_range": False, "saw_plain": False} - - async def handler(req: web.Request) -> web.StreamResponse: - if req.headers.get("Range"): - state["saw_range"] = True - # Broken origin behavior: returns 206 but wrong start offset. - resp = web.Response(status=206, body=data) - resp.headers["Accept-Ranges"] = "bytes" - resp.headers["Content-Range"] = f"bytes 0-{len(data)-1}/{len(data)}" - return resp - state["saw_plain"] = True - return web.Response(status=200, body=data, headers={"Accept-Ranges": "bytes"}) - - srv = _start_server(handler) # type: ignore[arg-type] - try: - dst = tmp_path / "out.bin" - part = dst.with_suffix(dst.suffix + ".part") - part.write_bytes(data[:12345]) - - asyncio.run(_download_one_file(f"{srv.base_url}/file", dst, expected_size=expected_size, expected_blake3=expected_b3)) - assert dst.read_bytes() == data - assert state["saw_range"] is True - assert state["saw_plain"] is True - finally: - _stop_server(srv) diff --git a/tests/test_cozy_snapshot_v2_downloader.py b/tests/test_cozy_snapshot_v2_downloader.py index 90f5208..47deac8 100644 --- a/tests/test_cozy_snapshot_v2_downloader.py +++ b/tests/test_cozy_snapshot_v2_downloader.py @@ -268,12 +268,12 @@ async def get_pipeline(_req: web.Request) -> web.Response: ], ) - # Accept legacy resolved-map keys that still include a cozy: scheme prefix. + # NOTE: canonical() lowercases and adds cozy: prefix. resolved_by_id = {"cozy:o/r:latest": resolved} tok = set_resolved_cozy_models_by_id(resolved_by_id) try: dl = ModelRefDownloader(cozy_base_url=None, cozy_token=None, allow_tensorhub_api_resolve=False) - local = dl.download("o/r:latest", tmp_path.as_posix()) + local = dl.download("cozy:o/r:latest", tmp_path.as_posix()) assert (Path(local) / "cozy.pipeline.yaml").read_bytes() == b1 finally: reset_resolved_cozy_models_by_id(tok) diff --git a/tests/test_dev_http_runner.py b/tests/test_dev_http_runner.py index 399f732..4bb0948 100644 --- a/tests/test_dev_http_runner.py +++ b/tests/test_dev_http_runner.py @@ -27,7 +27,7 @@ def test_dev_http_runner_writes_outputs(tmp_path: Path, monkeypatch) -> None: """ import msgspec from gen_worker.decorators import worker_function -from gen_worker.worker import RequestContext +from gen_worker.worker import ActionContext class In(msgspec.Struct): prompt: str @@ -36,7 +36,7 @@ class Out(msgspec.Struct): ref: str @worker_function() -def generate(ctx: RequestContext, payload: In) -> Out: +def generate(ctx: ActionContext, payload: In) -> Out: ref = f"runs/{ctx.request_id}/outputs/out.txt" ctx.save_bytes(ref, (payload.prompt + "\\n").encode("utf-8")) return Out(ref=ref) diff --git a/tests/test_discover_models.py b/tests/test_discover_models.py index fe5f95b..b021177 100644 --- a/tests/test_discover_models.py +++ b/tests/test_discover_models.py @@ -56,7 +56,7 @@ def test_discovery_emits_fixed_and_payload_keyspaces(self) -> None: """ from typing import Annotated import msgspec -from gen_worker import RequestContext, worker_function +from gen_worker import ActionContext, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src class Input(msgspec.Struct): @@ -71,7 +71,7 @@ class MockPipeline: @worker_function() def generate_fixed( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[MockPipeline, ModelRef(Src.FIXED, "sdxl")], payload: Input, ) -> Output: @@ -79,7 +79,7 @@ def generate_fixed( @worker_function() def generate_dynamic( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[MockPipeline, ModelRef(Src.PAYLOAD, "model_key")], payload: Input, ) -> Output: @@ -150,7 +150,7 @@ def test_missing_fixed_key_fails_discovery(self) -> None: """ from typing import Annotated import msgspec -from gen_worker import RequestContext, worker_function +from gen_worker import ActionContext, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src class Input(msgspec.Struct): @@ -164,7 +164,7 @@ class MockPipeline: @worker_function() def generate( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[MockPipeline, ModelRef(Src.FIXED, "sdxl")], payload: Input, ) -> Output: @@ -216,7 +216,7 @@ def test_missing_payload_keyspace_fails_discovery(self) -> None: """ from typing import Annotated import msgspec -from gen_worker import RequestContext, worker_function +from gen_worker import ActionContext, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src class Input(msgspec.Struct): @@ -231,7 +231,7 @@ class MockPipeline: @worker_function() def generate( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[MockPipeline, ModelRef(Src.PAYLOAD, "model_key")], payload: Input, ) -> Output: @@ -285,7 +285,7 @@ def test_batch_dimension_emitted(self) -> None: (src_dir / "__init__.py").write_text( """ import msgspec -from gen_worker import RequestContext, worker_function +from gen_worker import ActionContext, worker_function class Input(msgspec.Struct): items: list[str] @@ -294,7 +294,7 @@ class Output(msgspec.Struct): ok: bool @worker_function() -def caption(ctx: RequestContext, payload: Input) -> Output: +def caption(ctx: ActionContext, payload: Input) -> Output: return Output(ok=True) """.lstrip(), encoding="utf-8", @@ -346,7 +346,7 @@ def test_inline_ref_in_modelref_rejected(self) -> None: """ from typing import Annotated import msgspec -from gen_worker import RequestContext, worker_function +from gen_worker import ActionContext, worker_function from gen_worker.injection import ModelRef, ModelRefSource as Src class Input(msgspec.Struct): @@ -360,7 +360,7 @@ class MockPipeline: @worker_function() def generate( - ctx: RequestContext, + ctx: ActionContext, pipeline: Annotated[ MockPipeline, ModelRef(Src.FIXED, "sdxl", ref="stabilityai/stable-diffusion-xl-base-1.0"), diff --git a/tests/test_discover_names.py b/tests/test_discover_names.py index 56b9db8..615fb4b 100644 --- a/tests/test_discover_names.py +++ b/tests/test_discover_names.py @@ -49,7 +49,7 @@ def test_function_name_slugified_from_python_name(self) -> None: (src_dir / "main.py").write_text( """ import msgspec -from gen_worker import RequestContext, worker_function +from gen_worker import ActionContext, worker_function class Input(msgspec.Struct): x: int @@ -58,7 +58,7 @@ class Output(msgspec.Struct): y: int @worker_function() -def medasr_transcribe(ctx: RequestContext, payload: Input) -> Output: +def medasr_transcribe(ctx: ActionContext, payload: Input) -> Output: return Output(y=payload.x) """ ) @@ -106,7 +106,7 @@ def test_endpoint_slug_collision_fails(self) -> None: (src_dir / "main.py").write_text( """ import msgspec -from gen_worker import RequestContext, worker_function +from gen_worker import ActionContext, worker_function class Input(msgspec.Struct): x: int @@ -115,11 +115,11 @@ class Output(msgspec.Struct): y: int @worker_function() -def image_worker(ctx: RequestContext, payload: Input) -> Output: +def image_worker(ctx: ActionContext, payload: Input) -> Output: return Output(y=payload.x) @worker_function() -def image__worker(ctx: RequestContext, payload: Input) -> Output: +def image__worker(ctx: ActionContext, payload: Input) -> Output: return Output(y=payload.x) """ ) @@ -164,7 +164,7 @@ def test_endpoint_name_slugified_from_tensorhub_toml(self) -> None: (src_dir / "main.py").write_text( """ import msgspec -from gen_worker import RequestContext, worker_function +from gen_worker import ActionContext, worker_function class Input(msgspec.Struct): x: int @@ -173,7 +173,7 @@ class Output(msgspec.Struct): y: int @worker_function() -def generate(ctx: RequestContext, payload: Input) -> Output: +def generate(ctx: ActionContext, payload: Input) -> Output: return Output(y=payload.x) """ ) diff --git a/tests/test_entrypoint_cache_preflight.py b/tests/test_entrypoint_cache_preflight.py new file mode 100644 index 0000000..06a90b2 --- /dev/null +++ b/tests/test_entrypoint_cache_preflight.py @@ -0,0 +1,42 @@ +from __future__ import annotations + +from pathlib import Path + +import pytest + +from gen_worker import entrypoint + + +def test_preflight_cache_dirs_fails_without_fallback(monkeypatch: pytest.MonkeyPatch, tmp_path: Path) -> None: + monkeypatch.setenv("TENSORHUB_CACHE_DIR", str(tmp_path / "primary-root")) + monkeypatch.delenv("WORKER_LOCAL_MODEL_CACHE_DIR", raising=False) + + def _fail(_: Path) -> None: + raise PermissionError("permission denied") + + monkeypatch.setattr(entrypoint, "_probe_cache_path_writable", _fail) + + with pytest.raises(RuntimeError, match="tensorhub CAS path"): + entrypoint._preflight_cache_dirs() + + +def test_preflight_cache_dirs_uses_tensorhub_cache_dir_root( + monkeypatch: pytest.MonkeyPatch, tmp_path: Path +) -> None: + root = tmp_path / "cache-root" + primary = root / "cas" + monkeypatch.setenv("TENSORHUB_CACHE_DIR", str(root)) + monkeypatch.delenv("WORKER_LOCAL_MODEL_CACHE_DIR", raising=False) + + def _probe(path: Path) -> None: + path.mkdir(parents=True, exist_ok=True) + probe = path / ".probe" + probe.write_bytes(b"ok") + probe.unlink() + + monkeypatch.setattr(entrypoint, "_probe_cache_path_writable", _probe) + + cfg = entrypoint._preflight_cache_dirs() + assert cfg["model_cache_dir"] == str(primary) + assert cfg["local_model_cache_dir"] == "" + assert primary.exists() diff --git a/tests/test_entrypoint_worker_mode.py b/tests/test_entrypoint_worker_mode.py new file mode 100644 index 0000000..9c4a2fc --- /dev/null +++ b/tests/test_entrypoint_worker_mode.py @@ -0,0 +1,17 @@ +from __future__ import annotations + +import pytest + +from gen_worker import entrypoint +from gen_worker.trainer import runtime as trainer_runtime + + +def test_entrypoint_routes_to_trainer_mode(monkeypatch: pytest.MonkeyPatch) -> None: + monkeypatch.setenv("WORKER_MODE", "trainer") + monkeypatch.setattr(trainer_runtime, "run_training_runtime_from_env", lambda: 13) + assert entrypoint._run_main() == 13 + + +def test_entrypoint_rejects_invalid_worker_mode(monkeypatch: pytest.MonkeyPatch) -> None: + monkeypatch.setenv("WORKER_MODE", "wat") + assert entrypoint._run_main() == 1 diff --git a/tests/test_error_mapping.py b/tests/test_error_mapping.py new file mode 100644 index 0000000..d45956c --- /dev/null +++ b/tests/test_error_mapping.py @@ -0,0 +1,59 @@ +import unittest + +from gen_worker.errors import CanceledError, FatalError, ResourceError, RetryableError, ValidationError +from gen_worker.worker import Worker + + +class TestErrorMapping(unittest.TestCase): + def _worker(self) -> Worker: + # Avoid running Worker.__init__ (network/env-heavy); these helpers don't depend on init state. + return Worker.__new__(Worker) + + def test_sanitize_safe_message_redacts_tokens_urls_paths(self) -> None: + w = self._worker() + msg = "Bearer abc.def.ghi https://example.com/secret /home/user/token.txt" + out = w._sanitize_safe_message(msg) + self.assertNotIn("abc.def.ghi", out) + self.assertNotIn("https://example.com/secret", out) + self.assertNotIn("/home/user/token.txt", out) + + def test_map_exception_validation(self) -> None: + w = self._worker() + error_type, retryable, safe, internal = w._map_exception(ValidationError("bad input")) + self.assertEqual(error_type, "validation") + self.assertFalse(retryable) + self.assertIn("bad input", safe) + self.assertIn("ValidationError", internal) + + def test_map_exception_retryable(self) -> None: + w = self._worker() + error_type, retryable, safe, _ = w._map_exception(RetryableError("temporary")) + self.assertEqual(error_type, "retryable") + self.assertTrue(retryable) + self.assertIn("temporary", safe) + + def test_map_exception_fatal(self) -> None: + w = self._worker() + error_type, retryable, safe, _ = w._map_exception(FatalError("no")) + self.assertEqual(error_type, "fatal") + self.assertFalse(retryable) + self.assertIn("no", safe) + + def test_map_exception_resource(self) -> None: + w = self._worker() + error_type, retryable, safe, _ = w._map_exception(ResourceError("oom")) + self.assertEqual(error_type, "resource") + self.assertFalse(retryable) + self.assertIn("oom", safe) + + def test_map_exception_canceled(self) -> None: + w = self._worker() + error_type, retryable, safe, _ = w._map_exception(CanceledError("stop")) + self.assertEqual(error_type, "canceled") + self.assertFalse(retryable) + self.assertEqual(safe, "canceled") + + +if __name__ == "__main__": + unittest.main() + diff --git a/tests/test_file_token_scoping.py b/tests/test_file_token_scoping.py new file mode 100644 index 0000000..0632223 --- /dev/null +++ b/tests/test_file_token_scoping.py @@ -0,0 +1,257 @@ +"""Tests for per-run file token scoping (issue #50).""" +import os +import tempfile +import unittest +from typing import Any, Dict, Optional +from unittest.mock import patch +import urllib.error + +from gen_worker.errors import AuthError +from gen_worker.types import Asset +from gen_worker.worker import ActionContext, Worker + + +class _FakeHeaders(dict): + def get(self, key: str, default: Optional[str] = None) -> Optional[str]: # type: ignore[override] + return super().get(key, default) + + +class _FakeHTTPResponse: + def __init__(self, body: bytes, status: int = 200, headers: Optional[Dict[str, str]] = None) -> None: + self._body = body + self._pos = 0 + self.status = status + self.headers: Any = _FakeHeaders(headers or {}) + + def read(self, n: int = -1) -> bytes: + if self._pos >= len(self._body): + return b"" + if n is None or n < 0: + n = len(self._body) - self._pos + chunk = self._body[self._pos : self._pos + n] + self._pos += len(chunk) + return chunk + + def __enter__(self) -> "_FakeHTTPResponse": + return self + + def __exit__(self, exc_type, exc, tb) -> None: + return None + + +def _make_http_error(code: int, msg: str = "error") -> urllib.error.HTTPError: + """Create a real HTTPError for testing.""" + import io + return urllib.error.HTTPError( + url="https://example.com", + code=code, + msg=msg, + hdrs={}, # type: ignore + fp=io.BytesIO(b""), + ) + + +class TestFileTokenScoping(unittest.TestCase): + """Test that per-run file tokens are used instead of env vars.""" + + def test_save_bytes_uses_per_run_token(self) -> None: + """save_bytes should use the token from ActionContext, not env.""" + captured_auth: list[str] = [] + + def fake_urlopen(req: Any, timeout: int = 0) -> _FakeHTTPResponse: + items = getattr(req, "header_items", None) + if callable(items): + for k, v in items(): + if str(k).lower() == "authorization": + captured_auth.append(str(v)) + return _FakeHTTPResponse(b'{"size_bytes": 5, "sha256": "abc123"}', status=200) + + # Set env var to a different value to prove it's not used + os.environ["FILE_API_TOKEN"] = "env-token-should-not-be-used" + os.environ["FILE_API_BASE_URL"] = "https://should-not-be-used.example" + + ctx = ActionContext( + "run-123", + owner="tenant-1", + file_api_base_url="https://tensorhub.example", + file_api_token="per-run-token", + ) + + with patch("urllib.request.urlopen", side_effect=fake_urlopen): + asset = ctx.save_bytes("runs/run-123/outputs/test.bin", b"hello") + + self.assertEqual(len(captured_auth), 1) + self.assertEqual(captured_auth[0], "Bearer per-run-token") + self.assertIsNotNone(asset) + + def test_save_bytes_falls_back_to_env_when_no_per_run_token(self) -> None: + """save_bytes should fall back to env var if no per-run token provided.""" + captured_auth: list[str] = [] + + def fake_urlopen(req: Any, timeout: int = 0) -> _FakeHTTPResponse: + items = getattr(req, "header_items", None) + if callable(items): + for k, v in items(): + if str(k).lower() == "authorization": + captured_auth.append(str(v)) + return _FakeHTTPResponse(b'{"size_bytes": 5, "sha256": "abc123"}', status=200) + + os.environ["FILE_API_TOKEN"] = "env-fallback-token" + os.environ["FILE_API_BASE_URL"] = "https://tensorhub.example" + + ctx = ActionContext( + "run-456", + owner="tenant-1", + # No file_api_token provided + ) + + with patch("urllib.request.urlopen", side_effect=fake_urlopen): + asset = ctx.save_bytes("runs/run-456/outputs/test.bin", b"hello") + + self.assertEqual(len(captured_auth), 1) + self.assertEqual(captured_auth[0], "Bearer env-fallback-token") + self.assertIsNotNone(asset) + + +class TestAuthErrorHandling(unittest.TestCase): + """Test that 401/403 errors raise AuthError (non-retryable).""" + + def test_save_bytes_raises_auth_error_on_401(self) -> None: + """save_bytes should raise AuthError on 401 response.""" + def fake_urlopen(req: Any, timeout: int = 0) -> _FakeHTTPResponse: + raise _make_http_error(401, "Unauthorized") + + ctx = ActionContext( + "run-789", + owner="tenant-1", + file_api_base_url="https://tensorhub.example", + file_api_token="expired-token", + ) + + with patch("urllib.request.urlopen", side_effect=fake_urlopen): + with self.assertRaises(AuthError) as cm: + ctx.save_bytes("runs/run-789/outputs/test.bin", b"hello") + + self.assertIn("401", str(cm.exception)) + self.assertIn("file_token", str(cm.exception)) + + def test_save_bytes_raises_auth_error_on_403(self) -> None: + """save_bytes should raise AuthError on 403 response.""" + def fake_urlopen(req: Any, timeout: int = 0) -> _FakeHTTPResponse: + raise _make_http_error(403, "Forbidden") + + ctx = ActionContext( + "run-abc", + owner="tenant-1", + file_api_base_url="https://tensorhub.example", + file_api_token="wrong-scope-token", + ) + + with patch("urllib.request.urlopen", side_effect=fake_urlopen): + with self.assertRaises(AuthError) as cm: + ctx.save_bytes("runs/run-abc/outputs/test.bin", b"hello") + + self.assertIn("403", str(cm.exception)) + + def test_save_bytes_create_raises_auth_error_on_401(self) -> None: + """save_bytes_create should raise AuthError on 401 response.""" + def fake_urlopen(req: Any, timeout: int = 0) -> _FakeHTTPResponse: + raise _make_http_error(401, "Unauthorized") + + ctx = ActionContext( + "run-def", + owner="tenant-1", + file_api_base_url="https://tensorhub.example", + file_api_token="bad-token", + ) + + with patch("urllib.request.urlopen", side_effect=fake_urlopen): + with self.assertRaises(AuthError): + ctx.save_bytes_create("runs/run-def/outputs/new.bin", b"data") + + def test_materialize_asset_raises_auth_error_on_401(self) -> None: + """_materialize_asset should raise AuthError on 401 for HEAD request.""" + w = Worker.__new__(Worker) + w.owner = "tenant-1" + + def fake_urlopen(req: Any, timeout: int = 0) -> _FakeHTTPResponse: + raise _make_http_error(401, "Unauthorized") + + a = Asset(ref="some-file.png") + + with tempfile.TemporaryDirectory() as td: + os.environ["WORKER_RUN_DIR"] = td + os.environ["WORKER_CACHE_DIR"] = os.path.join(td, "cache") + + ctx = ActionContext( + "run-ghi", + owner="tenant-1", + file_api_base_url="https://tensorhub.example", + file_api_token="expired-token", + ) + + with patch("urllib.request.urlopen", side_effect=fake_urlopen): + with self.assertRaises(AuthError) as cm: + w._materialize_asset(ctx, a) + + self.assertIn("401", str(cm.exception)) + + def test_materialize_asset_raises_auth_error_on_403(self) -> None: + """_materialize_asset should raise AuthError on 403 for HEAD request.""" + w = Worker.__new__(Worker) + w.owner = "tenant-1" + + def fake_urlopen(req: Any, timeout: int = 0) -> _FakeHTTPResponse: + raise _make_http_error(403, "Forbidden - path not in allowed prefixes") + + a = Asset(ref="other-run/outputs/secret.png") + + with tempfile.TemporaryDirectory() as td: + os.environ["WORKER_RUN_DIR"] = td + os.environ["WORKER_CACHE_DIR"] = os.path.join(td, "cache") + + ctx = ActionContext( + "run-jkl", + owner="tenant-1", + file_api_base_url="https://tensorhub.example", + file_api_token="scoped-token", + ) + + with patch("urllib.request.urlopen", side_effect=fake_urlopen): + with self.assertRaises(AuthError) as cm: + w._materialize_asset(ctx, a) + + self.assertIn("403", str(cm.exception)) + + +class TestAuthErrorMapping(unittest.TestCase): + """Test that AuthError is mapped to non-retryable error type.""" + + def test_auth_error_is_non_retryable(self) -> None: + """AuthError should map to 'auth' error type with retryable=False.""" + w = Worker.__new__(Worker) + w.owner = "tenant-1" + + exc = AuthError("token expired") + error_type, retryable, safe_msg, internal_msg = w._map_exception(exc) + + self.assertEqual(error_type, "auth") + self.assertFalse(retryable) + # safe_msg contains the exception message + self.assertIn("token expired", safe_msg.lower()) + + def test_auth_error_default_message(self) -> None: + """AuthError with empty message should use 'authentication failed'.""" + w = Worker.__new__(Worker) + w.owner = "tenant-1" + + exc = AuthError("") + error_type, retryable, safe_msg, internal_msg = w._map_exception(exc) + + self.assertEqual(error_type, "auth") + self.assertFalse(retryable) + self.assertIn("authentication", safe_msg.lower()) + + +if __name__ == "__main__": + unittest.main() diff --git a/tests/test_function_compute_capability.py b/tests/test_function_compute_capability.py index d8066cb..3ecd452 100644 --- a/tests/test_function_compute_capability.py +++ b/tests/test_function_compute_capability.py @@ -57,7 +57,7 @@ def test_discovery_emits_function_compute_capability_requirement(self) -> None: (src_dir / "main.py").write_text( """ import msgspec -from gen_worker import RequestContext, ResourceRequirements, worker_function +from gen_worker import ActionContext, ResourceRequirements, worker_function class Input(msgspec.Struct): x: int @@ -66,7 +66,7 @@ class Output(msgspec.Struct): y: int @worker_function(resources=ResourceRequirements(compute_capability_min=10)) -def generate_nvfp4(ctx: RequestContext, payload: Input) -> Output: +def generate_nvfp4(ctx: ActionContext, payload: Input) -> Output: return Output(y=payload.x) """.lstrip(), encoding="utf-8", diff --git a/tests/test_hf_injection_normalization.py b/tests/test_hf_injection_normalization.py new file mode 100644 index 0000000..a9eca59 --- /dev/null +++ b/tests/test_hf_injection_normalization.py @@ -0,0 +1,60 @@ +from __future__ import annotations + +from gen_worker.injection import InjectionSpec, ModelRef, ModelRefSource as Src +from gen_worker.worker import ActionContext, Worker + + +class _DummyModel: + last_source: str = "" + last_kwargs: dict = {} + + @classmethod + def from_pretrained(cls, source: str, **kwargs): + cls.last_source = str(source) + cls.last_kwargs = dict(kwargs) + return cls() + + +class _DownloaderStub: + def __init__(self, local_path: str) -> None: + self.local_path = local_path + self.calls: list[tuple[str, str]] = [] + + def download(self, model_ref: str, cache_dir: str) -> str: + self.calls.append((model_ref, cache_dir)) + return self.local_path + + +def _bare_worker() -> Worker: + w = Worker.__new__(Worker) + w._model_manager = None + w._model_cache = None + w._custom_runtime_locks = {} + w._custom_runtime_cache = {} + w._downloader = None + return w + + +def test_non_diffusers_hf_ref_normalizes_without_downloader() -> None: + w = _bare_worker() + ctx = ActionContext("run-hf-no-downloader") + inj = InjectionSpec(param_name="model", param_type=_DummyModel, model_ref=ModelRef(Src.FIXED, "joycaption")) + + _ = Worker._resolve_injected_value(w, ctx, _DummyModel, "hf:owner/repo@main", inj) # type: ignore[arg-type] + + assert _DummyModel.last_source == "owner/repo" + assert _DummyModel.last_kwargs.get("revision") == "main" + + +def test_non_diffusers_hf_ref_uses_downloader_path_when_available() -> None: + w = _bare_worker() + dl = _DownloaderStub("/tmp/cozy-model-cache/hf-owner-repo-main") + w._downloader = dl + ctx = ActionContext("run-hf-downloader") + inj = InjectionSpec(param_name="model", param_type=_DummyModel, model_ref=ModelRef(Src.FIXED, "joycaption")) + + _ = Worker._resolve_injected_value(w, ctx, _DummyModel, "hf:owner/repo@main", inj) # type: ignore[arg-type] + + assert dl.calls + assert dl.calls[0][0] == "hf:owner/repo@main" + assert _DummyModel.last_source == "/tmp/cozy-model-cache/hf-owner-repo-main" diff --git a/tests/test_injection_type_enforcement.py b/tests/test_injection_type_enforcement.py new file mode 100644 index 0000000..05047de --- /dev/null +++ b/tests/test_injection_type_enforcement.py @@ -0,0 +1,31 @@ +import unittest + +from gen_worker.injection import InjectionSpec, ModelRef, ModelRefSource +from gen_worker.worker import ActionContext, Worker + + +class _StubModelManager: + async def get_active_pipeline(self, model_id: str): + return _ActualPipeline() + + +class _ExpectedPipeline: + pass + + +class _ActualPipeline: + pass + + +class TestInjectionTypeEnforcement(unittest.TestCase): + def test_rejects_model_manager_type_mismatch(self) -> None: + w = Worker(user_module_names=[], model_manager=_StubModelManager(), worker_jwt="dummy-worker-jwt") + ctx = ActionContext("run-1") + inj = InjectionSpec( + param_name="pipeline", + param_type=_ExpectedPipeline, + model_ref=ModelRef(ModelRefSource.FIXED, "foo"), + ) + + with self.assertRaises(ValueError): + w._resolve_injected_value(ctx, _ExpectedPipeline, "model-id", inj) diff --git a/tests/test_mock_orchestrator_dev.py b/tests/test_mock_orchestrator_dev.py new file mode 100644 index 0000000..0cb4dd8 --- /dev/null +++ b/tests/test_mock_orchestrator_dev.py @@ -0,0 +1,109 @@ +from __future__ import annotations + +import os +import signal +import subprocess +import sys +import time +from pathlib import Path + +import pytest + +from gen_worker.testing.mock_orchestrator import _MockOrchestrator +from gen_worker.pb import worker_scheduler_pb2_grpc as pb_grpc + + +@pytest.mark.skipif(os.getenv("COZY_DEV_GRPC_E2E") != "1", reason="set COZY_DEV_GRPC_E2E=1 to run gRPC e2e") +def test_mock_orchestrator_can_run_one_task(tmp_path: Path) -> None: + # Start mock orchestrator server. + orch = _MockOrchestrator() + import grpc + from concurrent import futures + + server = grpc.server(futures.ThreadPoolExecutor(max_workers=8)) + pb_grpc.add_SchedulerWorkerServiceServicer_to_server(orch, server) + port = server.add_insecure_port("127.0.0.1:0") + server.start() + + # Write a tiny module with a single worker function into a temp dir. + mod_dir = tmp_path / "mod" + mod_dir.mkdir(parents=True, exist_ok=True) + (mod_dir / "hello_mod.py").write_text( + """ +from __future__ import annotations + +import msgspec +from gen_worker import ActionContext, ResourceRequirements, worker_function + + +class Input(msgspec.Struct): + name: str + + +class Output(msgspec.Struct): + message: str + + +@worker_function(ResourceRequirements()) +def hello(ctx: ActionContext, payload: Input) -> Output: + return Output(message=f"hello {payload.name}") +""".lstrip(), + encoding="utf-8", + ) + + # Start a worker process that connects to our mock orchestrator. + env = dict(os.environ) + env["SCHEDULER_PUBLIC_ADDR"] = f"127.0.0.1:{port}" + (tmp_path / "endpoint.toml").write_text( + """ +schema_version = 1 +name = "dev-test" +main = "hello_mod" +""".lstrip(), + encoding="utf-8", + ) + env["ENDPOINT_TOML_PATH"] = str(tmp_path / "endpoint.toml") + env["PYTHONPATH"] = f"{mod_dir}:{env.get('PYTHONPATH','')}" + env["WORKER_ID"] = "dev-test" + env["WORKER_JWT"] = "dev-test-jwt" + + proc = subprocess.Popen( + [sys.executable, "-m", "gen_worker.entrypoint"], + env=env, + stdout=subprocess.PIPE, + stderr=subprocess.STDOUT, + text=True, + ) + try: + sess = orch.get_session(timeout_s=30.0) + assert sess is not None + assert "hello" in sess.available_functions + + request_id = sess.run_task(function_name="hello", payload_obj={"name": "world"}) + + # Wait for a result. + start = time.monotonic() + while time.monotonic() - start < 30: + msg = sess.recv(timeout_s=0.5) + if msg is None: + continue + if msg.HasField("run_result") and msg.run_result.request_id == request_id: + assert msg.run_result.success is True + assert msg.run_result.output_payload + import msgspec + + out = msgspec.msgpack.decode(msg.run_result.output_payload) + assert out["message"] == "hello world" + return + + raise AssertionError("timed out waiting for run_result") + finally: + try: + proc.send_signal(signal.SIGINT) + except Exception: + pass + try: + proc.wait(timeout=5) + except Exception: + proc.kill() + server.stop(grace=None) diff --git a/tests/test_model_cache.py b/tests/test_model_cache.py new file mode 100644 index 0000000..14c3080 --- /dev/null +++ b/tests/test_model_cache.py @@ -0,0 +1,312 @@ +"""Tests for the ModelCache class.""" + +import unittest +from unittest.mock import patch, MagicMock + +from gen_worker.model_cache import ( + ModelCache, + ModelCacheStats, + ModelLocation, + CachedModel, +) + + +class TestModelCache(unittest.TestCase): + """Tests for ModelCache LRU eviction and stats.""" + + def setUp(self) -> None: + """Create a fresh ModelCache for each test.""" + # Patch torch to avoid CUDA detection + with patch("gen_worker.model_cache.ModelCache._detect_total_vram", return_value=24.0): + self.cache = ModelCache( + max_vram_gb=20.0, + vram_safety_margin_gb=4.0, + ) + + def test_register_model_vram(self) -> None: + """Test registering a model in VRAM.""" + self.cache.register_model( + model_id="model-a", + location=ModelLocation.VRAM, + size_gb=5.0, + pipeline=MagicMock(), + ) + + self.assertTrue(self.cache.has_model("model-a")) + self.assertTrue(self.cache.is_in_vram("model-a")) + self.assertFalse(self.cache.is_on_disk("model-a")) + + def test_register_model_disk(self) -> None: + """Test registering a model on disk.""" + from pathlib import Path + + self.cache.register_model( + model_id="model-b", + location=ModelLocation.DISK, + size_gb=10.0, + disk_path=Path("/tmp/model-b"), + ) + + self.assertTrue(self.cache.has_model("model-b")) + self.assertFalse(self.cache.is_in_vram("model-b")) + self.assertTrue(self.cache.is_on_disk("model-b")) + + def test_lru_ordering(self) -> None: + """Test that LRU ordering works correctly.""" + # Register three models + self.cache.register_model("model-a", ModelLocation.VRAM, 5.0, MagicMock()) + self.cache.register_model("model-b", ModelLocation.VRAM, 5.0, MagicMock()) + self.cache.register_model("model-c", ModelLocation.VRAM, 5.0, MagicMock()) + + # model-a is LRU (first registered) + lru = self.cache._get_lru_vram_models() + self.assertEqual(lru[0], "model-a") + + # Access model-a, now model-b should be LRU + self.cache._touch("model-a") + lru = self.cache._get_lru_vram_models() + self.assertEqual(lru[0], "model-b") + + def test_lru_eviction(self) -> None: + """Test that LRU eviction frees space.""" + # Fill cache: 5 + 5 + 5 = 15GB used out of 20GB max + self.cache.register_model("model-a", ModelLocation.VRAM, 5.0, MagicMock()) + self.cache.register_model("model-b", ModelLocation.VRAM, 5.0, MagicMock()) + self.cache.register_model("model-c", ModelLocation.VRAM, 5.0, MagicMock()) + + self.assertEqual(self.cache._vram_used_gb, 15.0) + + # Try to add 10GB model - should evict LRU models + # Need to evict 5GB (15 + 10 - 20 = 5) + freed = self.cache._evict_lru_for_space(10.0) + + # model-a (5GB) should be evicted + self.assertEqual(freed, 5.0) + self.assertEqual(self.cache._vram_used_gb, 10.0) + self.assertFalse(self.cache.is_in_vram("model-a")) + + def test_get_stats(self) -> None: + """Test stats generation for heartbeat.""" + self.cache.register_model("model-vram-1", ModelLocation.VRAM, 5.0, MagicMock()) + self.cache.register_model("model-vram-2", ModelLocation.VRAM, 3.0, MagicMock()) + from pathlib import Path + self.cache.register_model("model-disk-1", ModelLocation.DISK, 10.0, disk_path=Path("/tmp/m")) + self.cache.mark_downloading("model-dl-1", 0.5) + + stats = self.cache.get_stats() + + self.assertIsInstance(stats, ModelCacheStats) + self.assertEqual(len(stats.vram_models), 2) + self.assertIn("model-vram-1", stats.vram_models) + self.assertIn("model-vram-2", stats.vram_models) + self.assertEqual(len(stats.disk_models), 1) + self.assertIn("model-disk-1", stats.disk_models) + self.assertEqual(len(stats.downloading_models), 1) + self.assertIn("model-dl-1", stats.downloading_models) + self.assertEqual(stats.vram_used_gb, 8.0) + self.assertEqual(stats.vram_model_count, 2) + self.assertEqual(stats.disk_model_count, 1) + self.assertEqual(stats.total_models, 4) + + def test_stats_to_dict(self) -> None: + """Test stats serialization to dict.""" + self.cache.register_model("model-a", ModelLocation.VRAM, 5.5, MagicMock()) + stats = self.cache.get_stats() + d = stats.to_dict() + + self.assertIsInstance(d, dict) + self.assertIn("vram_models", d) + self.assertIn("vram_used_gb", d) + self.assertEqual(d["vram_used_gb"], 5.5) + + def test_unload_model(self) -> None: + """Test unloading a model from cache.""" + self.cache.register_model("model-a", ModelLocation.VRAM, 5.0, MagicMock()) + self.assertTrue(self.cache.has_model("model-a")) + self.assertEqual(self.cache._vram_used_gb, 5.0) + + result = self.cache.unload_model("model-a") + self.assertTrue(result) + self.assertFalse(self.cache.has_model("model-a")) + self.assertEqual(self.cache._vram_used_gb, 0.0) + + def test_unload_nonexistent(self) -> None: + """Test unloading a model that doesn't exist.""" + result = self.cache.unload_model("nonexistent") + self.assertFalse(result) + + def test_mark_loaded_to_vram(self) -> None: + """Test marking a model as loaded to VRAM.""" + self.cache.mark_loaded_to_vram("model-a", MagicMock(), 8.0) + + self.assertTrue(self.cache.is_in_vram("model-a")) + self.assertEqual(self.cache._vram_used_gb, 8.0) + + def test_mark_cached_to_disk(self) -> None: + """Test marking a model as cached to disk.""" + from pathlib import Path + + # First load to VRAM + self.cache.mark_loaded_to_vram("model-a", MagicMock(), 8.0) + self.assertTrue(self.cache.is_in_vram("model-a")) + + # Then mark as disk-cached (offloaded) + self.cache.mark_cached_to_disk("model-a", Path("/tmp/model-a"), 8.0) + + self.assertFalse(self.cache.is_in_vram("model-a")) + self.assertTrue(self.cache.is_on_disk("model-a")) + self.assertEqual(self.cache._vram_used_gb, 0.0) + + def test_can_fit_in_vram(self) -> None: + """Test checking if model can fit in VRAM.""" + # Empty cache with 20GB max + self.assertTrue(self.cache.can_fit_in_vram(10.0)) + self.assertTrue(self.cache.can_fit_in_vram(20.0)) + self.assertFalse(self.cache.can_fit_in_vram(25.0)) + + # With some models loaded + self.cache.register_model("model-a", ModelLocation.VRAM, 15.0, MagicMock()) + self.assertTrue(self.cache.can_fit_in_vram(5.0)) # 15 + 5 = 20 + self.assertTrue(self.cache.can_fit_in_vram(20.0)) # Can evict model-a + self.assertFalse(self.cache.can_fit_in_vram(25.0)) # Too big even after eviction + + def test_get_pipeline(self) -> None: + """Test getting a pipeline from cache.""" + pipeline = MagicMock() + self.cache.register_model("model-a", ModelLocation.VRAM, 5.0, pipeline) + + retrieved = self.cache.get_pipeline("model-a") + self.assertIs(retrieved, pipeline) + + # Getting pipeline should update LRU + self.cache.register_model("model-b", ModelLocation.VRAM, 5.0, MagicMock()) + self.cache.get_pipeline("model-a") + lru = self.cache._get_lru_vram_models() + self.assertEqual(lru[0], "model-b") # model-b is now LRU + + def test_get_pipeline_disk_model(self) -> None: + """Test getting pipeline for disk-cached model returns None.""" + from pathlib import Path + self.cache.register_model("model-a", ModelLocation.DISK, 5.0, disk_path=Path("/tmp")) + + retrieved = self.cache.get_pipeline("model-a") + self.assertIsNone(retrieved) + + def test_download_progress(self) -> None: + """Test download progress tracking.""" + self.cache.mark_downloading("model-a", 0.0) + model = self.cache._models.get("model-a") + self.assertIsNotNone(model) + self.assertEqual(model.location, ModelLocation.DOWNLOADING) + self.assertEqual(model.download_progress, 0.0) + + self.cache.update_download_progress("model-a", 0.5) + self.assertEqual(model.download_progress, 0.5) + + self.cache.update_download_progress("model-a", 1.0) + self.assertEqual(model.download_progress, 1.0) + + +class TestModelCacheEnvironment(unittest.TestCase): + """Test ModelCache configuration from environment.""" + + def test_env_config(self) -> None: + """Test that environment variables configure the cache.""" + import os + + with patch.dict(os.environ, { + "WORKER_MAX_VRAM_GB": "16", + "WORKER_VRAM_SAFETY_MARGIN_GB": "2.5", + }): + with patch("gen_worker.model_cache.ModelCache._detect_total_vram", return_value=24.0): + cache = ModelCache() + self.assertEqual(cache._max_vram_gb, 16.0) + self.assertEqual(cache._vram_safety_margin, 2.5) + + +class TestProgressiveAvailability(unittest.TestCase): + """Tests for progressive model availability.""" + + def setUp(self) -> None: + """Create a fresh ModelCache for each test.""" + with patch("gen_worker.model_cache.ModelCache._detect_total_vram", return_value=24.0): + self.cache = ModelCache(max_vram_gb=20.0) + + def test_are_models_available_all_ready(self) -> None: + """Test that available check passes when all models are ready.""" + self.cache.register_model("model-a", ModelLocation.VRAM, 5.0, MagicMock()) + from pathlib import Path + self.cache.register_model("model-b", ModelLocation.DISK, 5.0, disk_path=Path("/tmp")) + + # Both VRAM and disk models should be considered available + self.assertTrue(self.cache.are_models_available(["model-a"])) + self.assertTrue(self.cache.are_models_available(["model-b"])) + self.assertTrue(self.cache.are_models_available(["model-a", "model-b"])) + + def test_are_models_available_downloading(self) -> None: + """Test that available check fails when model is downloading.""" + self.cache.register_model("model-a", ModelLocation.VRAM, 5.0, MagicMock()) + self.cache.mark_downloading("model-b", 0.5) + + # model-a is available, model-b is not + self.assertTrue(self.cache.are_models_available(["model-a"])) + self.assertFalse(self.cache.are_models_available(["model-b"])) + self.assertFalse(self.cache.are_models_available(["model-a", "model-b"])) + + def test_are_models_available_missing(self) -> None: + """Test that available check fails for unknown models.""" + self.cache.register_model("model-a", ModelLocation.VRAM, 5.0, MagicMock()) + + self.assertTrue(self.cache.are_models_available(["model-a"])) + self.assertFalse(self.cache.are_models_available(["model-a", "model-unknown"])) + self.assertFalse(self.cache.are_models_available(["model-unknown"])) + + def test_get_available_models(self) -> None: + """Test getting list of available models.""" + self.cache.register_model("model-vram", ModelLocation.VRAM, 5.0, MagicMock()) + from pathlib import Path + self.cache.register_model("model-disk", ModelLocation.DISK, 5.0, disk_path=Path("/tmp")) + self.cache.mark_downloading("model-dl", 0.5) + + available = self.cache.get_available_models() + self.assertEqual(len(available), 2) + self.assertIn("model-vram", available) + self.assertIn("model-disk", available) + self.assertNotIn("model-dl", available) + + def test_get_downloading_models(self) -> None: + """Test getting list of downloading models.""" + self.cache.register_model("model-a", ModelLocation.VRAM, 5.0, MagicMock()) + self.cache.mark_downloading("model-b", 0.3) + self.cache.mark_downloading("model-c", 0.7) + + downloading = self.cache.get_downloading_models() + self.assertEqual(len(downloading), 2) + self.assertIn("model-b", downloading) + self.assertIn("model-c", downloading) + + def test_get_download_progress(self) -> None: + """Test getting download progress for a model.""" + self.cache.mark_downloading("model-a", 0.5) + self.cache.register_model("model-b", ModelLocation.VRAM, 5.0, MagicMock()) + + self.assertEqual(self.cache.get_download_progress("model-a"), 0.5) + self.assertIsNone(self.cache.get_download_progress("model-b")) + self.assertIsNone(self.cache.get_download_progress("unknown")) + + def test_max_concurrent_downloads_config(self) -> None: + """Test max concurrent downloads configuration.""" + import os + + # Default value + self.assertEqual(self.cache.get_max_concurrent_downloads(), 2) + + # From environment + with patch.dict(os.environ, {"WORKER_MAX_CONCURRENT_DOWNLOADS": "4"}): + with patch("gen_worker.model_cache.ModelCache._detect_total_vram", return_value=24.0): + cache = ModelCache() + self.assertEqual(cache.get_max_concurrent_downloads(), 4) + + +if __name__ == "__main__": + unittest.main() diff --git a/tests/test_model_refs.py b/tests/test_model_refs.py index d829fd5..7cad5e9 100644 --- a/tests/test_model_refs.py +++ b/tests/test_model_refs.py @@ -52,18 +52,3 @@ def test_parse_hf_revision() -> None: def test_parse_invalid_hf() -> None: with pytest.raises(ValueError): parse_model_ref("hf:justonepart") - - -def test_cozy_canonical_is_unprefixed_repo_ref() -> None: - p = parse_model_ref("cozy:fancyfeast/llama-joycaption-beta-one-hf-llava@blake3:abcd") - assert p.scheme == "cozy" - assert p.cozy is not None - # Regression guard: canonical cozy refs must not prepend "cozy:". - assert p.canonical() == "fancyfeast/llama-joycaption-beta-one-hf-llava@blake3:abcd" - - -def test_parse_hf_double_prefix_tolerated() -> None: - p = parse_model_ref("hf:hf:owner/repo@main") - assert p.scheme == "hf" - assert p.hf is not None - assert p.canonical() == "hf:owner/repo@main" diff --git a/tests/test_payload_model_selection.py b/tests/test_payload_model_selection.py new file mode 100644 index 0000000..7fdf444 --- /dev/null +++ b/tests/test_payload_model_selection.py @@ -0,0 +1,78 @@ +import unittest + +import msgspec + +from gen_worker.injection import InjectionSpec, ModelRef, ModelRefSource +from gen_worker.worker import Worker + + +class _Payload(msgspec.Struct): + model: str + + +class TestPayloadModelSelection(unittest.TestCase): + def test_fixed_key_must_exist_in_mapping(self) -> None: + w = Worker( + user_module_names=[], + worker_jwt="dummy-worker-jwt", + manifest={ + "models": { + "sd15": {"ref": "demo/sd15", "dtypes": ["fp16", "bf16"]}, + } + }, + ) + inj = InjectionSpec( + param_name="pipeline", + param_type=object, + model_ref=ModelRef(ModelRefSource.FIXED, "missing"), + ) + payload = _Payload(model="sd15") + with self.assertRaises(ValueError) as ctx: + w._resolve_model_id_for_injection("generate", inj, payload) + self.assertIn("unknown fixed model key", str(ctx.exception).lower()) + + def test_payload_key_must_exist_in_function_keyspace(self) -> None: + w = Worker( + user_module_names=[], + worker_jwt="dummy-worker-jwt", + manifest={ + "models_by_function": { + "generate": { + "sd15": {"ref": "demo/sd15", "dtypes": ["fp16", "bf16"]}, + "flux": {"ref": "demo/flux", "dtypes": ["bf16"]}, + } + } + }, + ) + inj = InjectionSpec( + param_name="pipeline", + param_type=object, + model_ref=ModelRef(ModelRefSource.PAYLOAD, "model"), + ) + payload = _Payload(model="does-not-exist") + with self.assertRaises(ValueError) as ctx: + w._resolve_model_id_for_injection("generate", inj, payload) + self.assertIn("unknown model key", str(ctx.exception).lower()) + self.assertIn("sd15", str(ctx.exception)) + + def test_payload_key_resolves_to_repo_ref(self) -> None: + w = Worker( + user_module_names=[], + worker_jwt="dummy-worker-jwt", + manifest={ + "models_by_function": { + "generate": { + "sd15": {"ref": "demo/sd15", "dtypes": ["fp16", "bf16"]}, + } + } + }, + ) + inj = InjectionSpec( + param_name="pipeline", + param_type=object, + model_ref=ModelRef(ModelRefSource.PAYLOAD, "model"), + ) + payload = _Payload(model="sd15") + out, key = w._resolve_model_id_for_injection("generate", inj, payload) + self.assertEqual(out, "cozy:demo/sd15:latest") + self.assertEqual(key, "sd15") diff --git a/tests/test_pipeline_thread_safety.py b/tests/test_pipeline_thread_safety.py new file mode 100644 index 0000000..661fa6d --- /dev/null +++ b/tests/test_pipeline_thread_safety.py @@ -0,0 +1,355 @@ +""" +Tests for thread-safe pipeline access in PipelineLoader. + +These tests verify that get_for_inference() properly creates thread-safe +pipeline copies with fresh schedulers to avoid concurrent access issues. +""" +import threading +import time +from typing import Any, Dict, List, Optional +from unittest.mock import MagicMock, patch, PropertyMock + +import pytest + +# Check if torch is available for skip markers +try: + import torch + TORCH_AVAILABLE = True +except ImportError: + TORCH_AVAILABLE = False + + +class MockSchedulerConfig: + """Mock scheduler config for testing.""" + def __init__(self) -> None: + self.num_train_timesteps = 1000 + self.beta_start = 0.0001 + self.beta_end = 0.02 + + +class MockScheduler: + """Mock scheduler that tracks instance creation.""" + _instance_count = 0 + + def __init__(self) -> None: + MockScheduler._instance_count += 1 + self.instance_id = MockScheduler._instance_count + self.config = MockSchedulerConfig() + # Simulate internal state that would cause issues if shared + self._timesteps: List[int] = [] + self._step_index: Optional[int] = None + + @classmethod + def from_config(cls, config: MockSchedulerConfig) -> "MockScheduler": + """Create new scheduler from config (like diffusers does).""" + scheduler = cls() + scheduler.config = config + return scheduler + + @classmethod + def reset_instance_count(cls) -> None: + cls._instance_count = 0 + + +class MockPipeline: + """Mock pipeline for testing thread-safe access.""" + _from_pipe_calls = 0 + + def __init__(self, scheduler: Optional[MockScheduler] = None) -> None: + self.scheduler = scheduler or MockScheduler() + self.unet = MagicMock() # Simulates heavy component + self.vae = MagicMock() # Simulates heavy component + + @classmethod + def from_pipe(cls, base_pipeline: "MockPipeline", scheduler: MockScheduler) -> "MockPipeline": + """Create new pipeline sharing components but with fresh scheduler.""" + MockPipeline._from_pipe_calls += 1 + new_pipeline = cls(scheduler=scheduler) + # Share heavy components + new_pipeline.unet = base_pipeline.unet + new_pipeline.vae = base_pipeline.vae + return new_pipeline + + @classmethod + def reset_call_count(cls) -> None: + cls._from_pipe_calls = 0 + + +class MockLoadedPipeline: + """Mock LoadedPipeline container.""" + def __init__(self, pipeline: MockPipeline, model_id: str) -> None: + self.pipeline = pipeline + self.model_id = model_id + self.pipeline_class = "MockPipeline" + self.dtype = "float16" + self.size_gb = 10.0 + self.load_format = "safetensors" + + +class TestGetForInferenceLogic: + """ + Tests for get_for_inference() logic without requiring torch. + Uses direct method testing with mocked dependencies. + """ + + def setup_method(self) -> None: + """Reset mocks before each test.""" + MockScheduler.reset_instance_count() + MockPipeline.reset_call_count() + + def test_creates_fresh_scheduler_logic(self) -> None: + """Test that get_for_inference creates a fresh scheduler.""" + # Test the logic directly without PipelineLoader instantiation + base_scheduler = MockScheduler() + base_pipeline = MockPipeline(scheduler=base_scheduler) + + initial_count = MockScheduler._instance_count + + # Simulate what get_for_inference does + fresh_scheduler = base_pipeline.scheduler.from_config( + base_pipeline.scheduler.config + ) + task_pipeline = MockPipeline.from_pipe(base_pipeline, scheduler=fresh_scheduler) + + # Verify new scheduler was created + assert MockScheduler._instance_count == initial_count + 1 + assert task_pipeline.scheduler.instance_id != base_scheduler.instance_id + + def test_shares_heavy_components_logic(self) -> None: + """Test that heavy components are shared.""" + base_pipeline = MockPipeline() + original_unet = base_pipeline.unet + original_vae = base_pipeline.vae + + # Simulate what get_for_inference does + fresh_scheduler = base_pipeline.scheduler.from_config( + base_pipeline.scheduler.config + ) + task_pipeline = MockPipeline.from_pipe(base_pipeline, scheduler=fresh_scheduler) + + # Heavy components should be shared + assert task_pipeline.unet is original_unet + assert task_pipeline.vae is original_vae + # Scheduler should be different + assert task_pipeline.scheduler is not base_pipeline.scheduler + + +class TestConcurrentAccess: + """Tests for concurrent pipeline access patterns.""" + + def setup_method(self) -> None: + """Reset mocks before each test.""" + MockScheduler.reset_instance_count() + MockPipeline.reset_call_count() + + def test_concurrent_scheduler_creation_is_safe(self) -> None: + """Multiple concurrent scheduler creations should be independent.""" + base_pipeline = MockPipeline() + results: List[MockPipeline] = [] + errors: List[Exception] = [] + lock = threading.Lock() + + def create_task_pipeline() -> None: + try: + # Simulate what get_for_inference does + fresh_scheduler = base_pipeline.scheduler.from_config( + base_pipeline.scheduler.config + ) + task_pipeline = MockPipeline.from_pipe( + base_pipeline, scheduler=fresh_scheduler + ) + with lock: + results.append(task_pipeline) + except Exception as e: + with lock: + errors.append(e) + + # Spawn multiple threads + threads = [threading.Thread(target=create_task_pipeline) for _ in range(10)] + for t in threads: + t.start() + for t in threads: + t.join() + + # All should succeed + assert len(errors) == 0, f"Got errors: {errors}" + assert len(results) == 10 + + # Each result should have a unique scheduler + scheduler_ids = [r.scheduler.instance_id for r in results] + assert len(set(scheduler_ids)) == 10 # All unique + + def test_concurrent_access_simulated_inference(self) -> None: + """ + Simulate concurrent inference to verify no state corruption. + + This test verifies that separate schedulers prevent the + 'IndexError: index N is out of bounds' that occurs when + multiple threads share a scheduler's internal state. + """ + base_pipeline = MockPipeline() + errors: List[Exception] = [] + completed = 0 + lock = threading.Lock() + + def simulate_inference() -> None: + nonlocal completed + try: + # Create thread-safe pipeline (what get_for_inference does) + fresh_scheduler = base_pipeline.scheduler.from_config( + base_pipeline.scheduler.config + ) + task_pipeline = MockPipeline.from_pipe( + base_pipeline, scheduler=fresh_scheduler + ) + + # Simulate scheduler state modification during inference + task_pipeline.scheduler._timesteps = list(range(1000)) + task_pipeline.scheduler._step_index = 0 + + # Simulate stepping through inference + for i in range(50): + idx = task_pipeline.scheduler._step_index + if idx is not None and idx < len(task_pipeline.scheduler._timesteps): + # This would cause IndexError if scheduler is shared + _ = task_pipeline.scheduler._timesteps[idx] + task_pipeline.scheduler._step_index = i + 1 + time.sleep(0.001) # Simulate work + + with lock: + completed += 1 + + except Exception as e: + with lock: + errors.append(e) + + # Spawn concurrent inference threads + threads = [threading.Thread(target=simulate_inference) for _ in range(5)] + for t in threads: + t.start() + for t in threads: + t.join() + + # All should complete without errors + assert len(errors) == 0, f"Got errors: {errors}" + assert completed == 5 + + +class TestModelManagementInterface: + """Tests for ModelManagementInterface.get_for_inference()""" + + def test_default_implementation_calls_get_active_pipeline(self) -> None: + """Default get_for_inference should fall back to get_active_pipeline.""" + from gen_worker.model_interface import ModelManagementInterface + + class TestManager(ModelManagementInterface): + def __init__(self) -> None: + self.get_active_pipeline_called = False + + async def process_supported_models_config( + self, supported_model_ids: List[str], downloader_instance: Any + ) -> None: + pass + + async def load_model_into_vram(self, model_id: str) -> bool: + return True + + async def get_active_pipeline(self, model_id: str) -> Any: + self.get_active_pipeline_called = True + return MockPipeline() + + async def get_active_model_bundle(self, model_id: str) -> Any: + return None + + def get_vram_loaded_models(self) -> List[str]: + return [] + + manager = TestManager() + result = manager.get_for_inference("test-model") + + assert manager.get_active_pipeline_called + assert result is not None + + +@pytest.mark.skipif(not TORCH_AVAILABLE, reason="torch not installed") +class TestPipelineLoaderIntegration: + """Integration tests that require torch.""" + + def setup_method(self) -> None: + """Reset mocks before each test.""" + MockScheduler.reset_instance_count() + MockPipeline.reset_call_count() + + def test_get_for_inference_with_real_loader(self) -> None: + """Test get_for_inference with actual PipelineLoader.""" + from gen_worker.pipeline_loader import PipelineLoader + + loader = PipelineLoader() + + # Create mock loaded pipeline + base_pipeline = MockPipeline() + loaded = MockLoadedPipeline(base_pipeline, "test-model") + loader._loaded_pipelines = {"test-model": loaded} + + result = loader.get_for_inference("test-model") + + assert result is not None + # Should have different scheduler + assert result.scheduler is not base_pipeline.scheduler + # Should share heavy components + assert result.unet is base_pipeline.unet + + def test_get_for_inference_returns_none_for_missing(self) -> None: + """Test get_for_inference returns None for unloaded models.""" + from gen_worker.pipeline_loader import PipelineLoader + + loader = PipelineLoader() + loader._loaded_pipelines = {} + + result = loader.get_for_inference("nonexistent") + + assert result is None + + def test_concurrent_get_for_inference_with_loader(self) -> None: + """Test concurrent get_for_inference calls with real PipelineLoader.""" + from gen_worker.pipeline_loader import PipelineLoader + + loader = PipelineLoader() + + # Create mock loaded pipeline + base_pipeline = MockPipeline() + loaded = MockLoadedPipeline(base_pipeline, "test-model") + loader._loaded_pipelines = {"test-model": loaded} + + results: List[Any] = [] + errors: List[Exception] = [] + lock = threading.Lock() + + def get_pipeline() -> None: + try: + result = loader.get_for_inference("test-model") + with lock: + results.append(result) + except Exception as e: + with lock: + errors.append(e) + + # Spawn concurrent threads + threads = [threading.Thread(target=get_pipeline) for _ in range(10)] + for t in threads: + t.start() + for t in threads: + t.join() + + assert len(errors) == 0, f"Got errors: {errors}" + assert len(results) == 10 + + # Each should have unique scheduler but share heavy components + scheduler_ids = set() + for r in results: + assert r is not None + scheduler_ids.add(r.scheduler.instance_id) + assert r.unet is base_pipeline.unet # Shared + + # All schedulers should be unique + assert len(scheduler_ids) == 10 diff --git a/tests/test_realtime_socket.py b/tests/test_realtime_socket.py new file mode 100644 index 0000000..66a9067 --- /dev/null +++ b/tests/test_realtime_socket.py @@ -0,0 +1,83 @@ +import time +import unittest + +from gen_worker.worker import ActionContext, RealtimeSocket, Worker, pb +from gen_worker.decorators import worker_websocket, ResourceRequirements + + +@worker_websocket(ResourceRequirements()) +async def echo_ws(ctx: ActionContext, sock: RealtimeSocket) -> None: + await sock.send_json({"status": "ready"}) + async for data in sock.iter_bytes(): + await sock.send_bytes(data) + + +class TestRealtimeSocket(unittest.TestCase): + def _make_worker(self) -> Worker: + w = Worker.__new__(Worker) + import threading + + w.owner = "tenant-1" + w._emit_progress_event = lambda e: None # type: ignore[method-assign] + w._runtime_loaders = {} + w._custom_runtime_cache = {} + w._custom_runtime_locks = {} + w._fixed_model_id_by_key = {} + w._payload_model_id_by_key_by_function = {} + w._fixed_model_spec_by_key = {} + w._payload_model_spec_by_key_by_function = {} + w._release_allowed_model_ids = None + w._model_manager = None + w._realtime_sessions = {} + w._realtime_lock = threading.Lock() + w._sent = [] + w._send_message = lambda msg: w._sent.append(msg) # type: ignore[method-assign] + w._ws_specs = {} + w._discovered_resources = {} + w._inspect_websocket_spec = Worker._inspect_websocket_spec.__get__(w, Worker) # type: ignore[attr-defined] + w._resolve_injected_value = Worker._resolve_injected_value.__get__(w, Worker) # type: ignore[attr-defined] + w._handle_realtime_open_cmd = Worker._handle_realtime_open_cmd.__get__(w, Worker) # type: ignore[attr-defined] + w._handle_realtime_frame = Worker._handle_realtime_frame.__get__(w, Worker) # type: ignore[attr-defined] + w._handle_realtime_close_cmd = Worker._handle_realtime_close_cmd.__get__(w, Worker) # type: ignore[attr-defined] + return w + + def test_realtime_echo(self) -> None: + w = self._make_worker() + spec = w._inspect_websocket_spec(echo_ws) # type: ignore[arg-type] + w._ws_specs[spec.name] = spec + + w._handle_realtime_open_cmd( + pb.RealtimeOpenCommand(session_id="s1", function_name=spec.name, owner="tenant-1") + ) + + # Wait for ready JSON frame. + deadline = time.time() + 2.0 + ready = False + while time.time() < deadline: + for m in list(w._sent): + if getattr(m, "realtime_frame", None) and m.realtime_frame.is_text: + if b"ready" in m.realtime_frame.data: + ready = True + break + if ready: + break + time.sleep(0.01) + self.assertTrue(ready) + + # Send binary bytes frame and expect an echoed binary frame back. + w._handle_realtime_frame(pb.RealtimeFrame(session_id="s1", data=b"abc", is_text=False)) + + deadline = time.time() + 2.0 + echoed = False + while time.time() < deadline: + for m in list(w._sent): + if getattr(m, "realtime_frame", None) and not m.realtime_frame.is_text: + if m.realtime_frame.data == b"abc": + echoed = True + break + if echoed: + break + time.sleep(0.01) + self.assertTrue(echoed) + + w._handle_realtime_close_cmd(pb.RealtimeCloseCommand(session_id="s1", reason="end")) diff --git a/tests/test_reconnect_policy.py b/tests/test_reconnect_policy.py deleted file mode 100644 index 3d4d2b4..0000000 --- a/tests/test_reconnect_policy.py +++ /dev/null @@ -1,57 +0,0 @@ -from __future__ import annotations - -import sys -from pathlib import Path - -from gen_worker.worker import Worker - - -def _make_worker(tmp_path: Path, **kwargs) -> Worker: - mod_dir = tmp_path / "mod" - mod_dir.mkdir(parents=True, exist_ok=True) - (mod_dir / "hello_mod.py").write_text( - """ -from __future__ import annotations - -import msgspec -from gen_worker import RequestContext, ResourceRequirements, worker_function - -class Input(msgspec.Struct): - name: str - -class Output(msgspec.Struct): - message: str - -@worker_function(ResourceRequirements()) -def hello(ctx: RequestContext, payload: Input) -> Output: - return Output(message=f"hello {payload.name}") -""".lstrip(), - encoding="utf-8", - ) - sys.path.insert(0, str(mod_dir)) - return Worker( - scheduler_addr="127.0.0.1:50051", - user_module_names=["hello_mod"], - worker_jwt="jwt-test", - **kwargs, - ) - - -def test_lb_only_retries_keeps_seed_list_stable(tmp_path: Path) -> None: - w = _make_worker(tmp_path, scheduler_addrs=["orchestrator-lb:50051"], lb_only_retries=True) - before = list(w.scheduler_addrs) - w._set_scheduler_addr("orch-direct:50051") - assert w.scheduler_addr == "orch-direct:50051" - assert w.scheduler_addrs == before - - -def test_reconnect_delay_is_exponential_and_capped(tmp_path: Path) -> None: - w = _make_worker(tmp_path, reconnect_delay=0.1, lb_only_retries=True) - w._reconnect_jitter_seconds = 0.0 - w._reconnect_delay_max = 1.0 - assert w._next_reconnect_delay(1) == 0.1 - assert w._next_reconnect_delay(2) == 0.2 - assert w._next_reconnect_delay(3) == 0.4 - assert w._next_reconnect_delay(4) == 0.8 - assert w._next_reconnect_delay(5) == 1.0 - assert w._next_reconnect_delay(10) == 1.0 diff --git a/tests/test_runtime_batching_config_cmd.py b/tests/test_runtime_batching_config_cmd.py new file mode 100644 index 0000000..256a189 --- /dev/null +++ b/tests/test_runtime_batching_config_cmd.py @@ -0,0 +1,113 @@ +import json +from types import SimpleNamespace + +from gen_worker.decorators import ResourceRequirements +from gen_worker.pb import worker_scheduler_pb2 as pb +from gen_worker.worker import Worker + + +def test_runtime_batching_config_cmd_applies_and_acks(monkeypatch) -> None: + w = Worker(user_module_names=[], worker_jwt="dummy-worker-jwt") + w._task_specs["caption"] = SimpleNamespace(output_mode="incremental") + + sent = [] + monkeypatch.setattr(w, "_send_message", lambda m: sent.append(m)) + + cmd = pb.RuntimeBatchingConfigCommand( + config=pb.RuntimeBatchingConfig( + function_name="caption", + batch_size_target=6, + batch_size_min=2, + batch_size_max=8, + prefetch_depth=3, + max_wait_ms=120, + version=3, + ) + ) + w._handle_runtime_batching_config_cmd(cmd) + + cfg = w._runtime_batching_cfg_for_function("caption") + assert cfg["function_name"] == "caption" + assert cfg["batch_size_target"] == 6 + assert cfg["batch_size_min"] == 2 + assert cfg["batch_size_max"] == 8 + assert cfg["prefetch_depth"] == 3 + assert cfg["max_wait_ms"] == 120 + assert cfg["version"] == 3 + + results = [m.runtime_batching_config_result for m in sent if m.HasField("runtime_batching_config_result")] + assert len(results) == 1 + assert results[0].function_name == "caption" + assert results[0].version == 3 + assert results[0].success is True + assert results[0].error_message == "" + + +def test_runtime_batching_config_cmd_stale_version_is_ignored(monkeypatch) -> None: + w = Worker(user_module_names=[], worker_jwt="dummy-worker-jwt") + w._task_specs["caption"] = SimpleNamespace(output_mode="single") + w._runtime_batching_config_by_function["caption"] = { + "function_name": "caption", + "batch_size_target": 5, + "batch_size_min": 1, + "batch_size_max": 6, + "prefetch_depth": 2, + "max_wait_ms": 100, + "version": 4, + } + + sent = [] + monkeypatch.setattr(w, "_send_message", lambda m: sent.append(m)) + + msg = pb.WorkerSchedulerMessage( + runtime_batching_config_cmd=pb.RuntimeBatchingConfigCommand( + config=pb.RuntimeBatchingConfig( + function_name="caption", + batch_size_target=2, + batch_size_min=1, + batch_size_max=2, + prefetch_depth=1, + max_wait_ms=50, + version=3, # stale + ) + ) + ) + w._process_message(msg) + + cfg = w._runtime_batching_cfg_for_function("caption") + assert cfg["version"] == 4 + assert cfg["batch_size_target"] == 5 + + results = [m.runtime_batching_config_result for m in sent if m.HasField("runtime_batching_config_result")] + assert len(results) == 1 + assert results[0].success is True + assert results[0].version == 3 + + +def test_function_capabilities_event_emits_when_changed(monkeypatch) -> None: + w = Worker(user_module_names=[], worker_jwt="dummy-worker-jwt") + w._discovered_resources["caption"] = ResourceRequirements( + batch_size_min=1, + batch_size_target=4, + batch_size_max=8, + prefetch_depth=2, + max_wait_ms=150, + memory_hint_mb=12288, + stage_profile="io_gpu_disaggregated", + stage_traits=["decode_prefetch", "gpu_decode_overlap"], + ) + w._task_specs["caption"] = SimpleNamespace(output_mode="incremental") + + sent = [] + monkeypatch.setattr(w, "_send_message", lambda m: sent.append(m)) + + w._emit_function_capabilities_event() + w._emit_function_capabilities_event() # second send should be deduped + + events = [m.worker_event for m in sent if m.HasField("worker_event")] + assert len(events) == 1 + assert events[0].event_type == "worker.function_capabilities" + payload = json.loads(bytes(events[0].payload_json or b"{}").decode("utf-8")) + fns = list(payload.get("functions") or []) + assert len(fns) == 1 + assert "max_inflight_requests" not in fns[0] diff --git a/tests/test_scheduler_model_scope.py b/tests/test_scheduler_model_scope.py new file mode 100644 index 0000000..2e38982 --- /dev/null +++ b/tests/test_scheduler_model_scope.py @@ -0,0 +1,36 @@ +import msgspec + +from gen_worker.pb import worker_scheduler_pb2 as pb +from gen_worker.worker import Worker + + +class _Payload(msgspec.Struct): + model: str + + +def test_scheduler_cannot_widen_manifest_model_scope(monkeypatch) -> None: + # Tenant-declared scope via baked manifest mapping. + w = Worker( + user_module_names=[], + worker_jwt="dummy-worker-jwt", + manifest={ + "models": { + "sd15": {"ref": "demo/sd15", "dtypes": ["fp16", "bf16"]}, + } + }, + ) + + # Avoid background download threads in this unit test. + monkeypatch.setattr(w, "_start_startup_prefetch", lambda *_args, **_kwargs: None) + + # Scheduler tries to widen scope (should be ignored / intersected away). + msg = pb.WorkerSchedulerMessage( + endpoint_config=pb.EndpointConfig( + supported_repo_refs=["cozy:evil/evil:latest"], + required_variant_refs=[], + ) + ) + w._process_message(msg) + + # Worker must not widen scope outside the tenant manifest mapping. + assert w._release_allowed_model_ids == {"cozy:demo/sd15:latest"} diff --git a/tests/test_signature_contract_and_incremental.py b/tests/test_signature_contract_and_incremental.py new file mode 100644 index 0000000..33d2e5c --- /dev/null +++ b/tests/test_signature_contract_and_incremental.py @@ -0,0 +1,178 @@ +import json +import unittest +from typing import Annotated, Iterator + +import msgspec + +from gen_worker.injection import ModelRef, ModelRefSource as Src +from gen_worker.worker import ActionContext, Worker + + +class Input(msgspec.Struct): + text: str + + +class Delta(msgspec.Struct): + delta: str + + +class InputWithModel(msgspec.Struct): + text: str + model_key: str + + +class Output(msgspec.Struct): + model_id: str + + +class FakeModel: + def __init__(self, model_id: str) -> None: + self.model_id = model_id + + @classmethod + def from_pretrained(cls, model_id: str) -> "FakeModel": + return cls(model_id) + + +def _make_worker() -> Worker: + w = Worker.__new__(Worker) + import threading + + w._gpu_busy_lock = threading.Lock() + w._is_gpu_busy = False + w._has_gpu = False + w.max_output_bytes = 0 + w._model_manager = None + w._runtime_loaders = {} + w._custom_runtime_cache = {} + w._custom_runtime_locks = {} + w._fixed_model_id_by_key = {} + w._payload_model_id_by_key_by_function = {} + w._fixed_model_spec_by_key = {} + w._payload_model_spec_by_key_by_function = {} + w._release_allowed_model_ids = None + w._active_tasks_lock = threading.Lock() + w._active_tasks = {} + w._request_batch_context_lock = threading.Lock() + w._request_batch_context = {} + w._send_message = lambda msg: w._sent.append(msg) # type: ignore[method-assign] + w._sent = [] + w._stop_event = threading.Event() + w._running = True + w._materialize_assets = lambda ctx, obj: None # type: ignore[method-assign] + w._discovered_resources = {} + w._model_cache = None + return w + + +class TestContractAndIncremental(unittest.TestCase): + def test_rejects_missing_return_annotation(self) -> None: + def bad(ctx: ActionContext, payload: Input): # type: ignore[no-untyped-def] + return Delta(delta="x") + + w = _make_worker() + with self.assertRaises(ValueError): + w._inspect_task_spec(bad) # type: ignore[arg-type] + + def test_incremental_output_emits_deltas_and_completed(self) -> None: + def stream(ctx: ActionContext, payload: Input) -> Iterator[Delta]: + yield Delta(delta=payload.text) + yield Delta(delta="!") + + w = _make_worker() + spec = w._inspect_task_spec(stream) # type: ignore[arg-type] + self.assertEqual(spec.output_mode, "incremental") + + ctx = ActionContext("run-1", emitter=lambda _e: None) + payload = Input(text="hi") + b = msgspec.msgpack.encode(msgspec.to_builtins(payload)) + w._execute_task(ctx, spec, b) + + # Capture incremental output messages (typed token events preferred, legacy worker_event fallback). + events = [] + for m in w._sent: + if not hasattr(m, "WhichOneof"): + continue + msg_type = m.WhichOneof("msg") + if msg_type == "incremental_token_delta": + events.append(("output.delta", m.incremental_token_delta.payload_json)) + continue + if msg_type == "incremental_token_stream_done": + events.append(("output.completed", b"{}")) + continue + if msg_type == "worker_event": + evt = m.worker_event + # Ignore non-output events (e.g. metrics.*). + if not str(evt.event_type or "").startswith("output."): + continue + events.append((evt.event_type, evt.payload_json)) + + self.assertGreaterEqual(len(events), 3) + self.assertEqual(events[0][0], "output.delta") + self.assertEqual(json.loads(events[0][1].decode("utf-8"))["delta"], "hi") + self.assertEqual(events[1][0], "output.delta") + self.assertEqual(json.loads(events[1][1].decode("utf-8"))["delta"], "!") + self.assertEqual(events[2][0], "output.completed") + + def test_incremental_output_emits_typed_token_messages(self) -> None: + def stream(ctx: ActionContext, payload: Input) -> Iterator[Delta]: + yield Delta(delta=payload.text) + + w = _make_worker() + spec = w._inspect_task_spec(stream) # type: ignore[arg-type] + + ctx = ActionContext("run-typed-1", emitter=lambda _e: None) + payload = Input(text="hello") + b = msgspec.msgpack.encode(msgspec.to_builtins(payload)) + w._execute_task(ctx, spec, b) + + msg_types = [m.WhichOneof("msg") for m in w._sent if hasattr(m, "WhichOneof")] + self.assertIn("incremental_token_delta", msg_types) + self.assertIn("incremental_token_stream_done", msg_types) + + def test_payload_model_key_resolves_via_endpoint_map(self) -> None: + def fn( + ctx: ActionContext, + model: Annotated[FakeModel, ModelRef(Src.PAYLOAD, "model_key")], + payload: InputWithModel, + ) -> Output: + return Output(model_id=model.model_id) + + w = _make_worker() + w._payload_model_id_by_key_by_function = {"fn": {"a": "google/foo"}} + w._release_allowed_model_ids = {"google/foo"} + spec = w._inspect_task_spec(fn) # type: ignore[arg-type] + ctx = ActionContext("run-2", emitter=lambda _e: None) + payload = InputWithModel(text="x", model_key="a") + b = msgspec.msgpack.encode(msgspec.to_builtins(payload)) + w._execute_task(ctx, spec, b) + + run_results = [m.run_result for m in w._sent if hasattr(m, "WhichOneof") and m.WhichOneof("msg") == "run_result"] + self.assertEqual(len(run_results), 1) + rr = run_results[0] + self.assertTrue(rr.success) + out = msgspec.msgpack.decode(rr.output_payload, type=dict) + self.assertEqual(out["model_id"], "google/foo") + + def test_payload_model_key_rejects_not_allowlisted(self) -> None: + def fn( + ctx: ActionContext, + model: Annotated[FakeModel, ModelRef(Src.PAYLOAD, "model_key")], + payload: InputWithModel, + ) -> Output: + return Output(model_id=model.model_id) + + w = _make_worker() + w._payload_model_id_by_key_by_function = {"fn": {"a": "google/foo", "b": "google/bar"}} + w._release_allowed_model_ids = {"google/foo"} + spec = w._inspect_task_spec(fn) # type: ignore[arg-type] + ctx = ActionContext("run-3", emitter=lambda _e: None) + payload = InputWithModel(text="x", model_key="b") + b = msgspec.msgpack.encode(msgspec.to_builtins(payload)) + w._execute_task(ctx, spec, b) + + run_results = [m.run_result for m in w._sent if hasattr(m, "WhichOneof") and m.WhichOneof("msg") == "run_result"] + self.assertEqual(len(run_results), 1) + rr = run_results[0] + self.assertFalse(rr.success) + self.assertEqual(rr.error_type, "validation") diff --git a/tests/test_startup_model_prefetch.py b/tests/test_startup_model_prefetch.py index 48ab6f9..94be301 100644 --- a/tests/test_startup_model_prefetch.py +++ b/tests/test_startup_model_prefetch.py @@ -43,7 +43,6 @@ def test_startup_prefetch_warms_disk_and_reports_disk_models(tmp_path: Path, mon server.start() variant_ref = "cozy:demo/repo@blake3:snap-1" - variant_ref_canon = "demo/repo@blake3:snap-1" w = Worker( scheduler_addr=f"127.0.0.1:{grpc_port}", @@ -81,7 +80,6 @@ def test_startup_prefetch_warms_disk_and_reports_disk_models(tmp_path: Path, mon saw_started = False saw_completed = False disk_ready = False - saw_cache_only_supports_model_loading_false = False while time.monotonic() - start < 30: msg = sess.recv(timeout_s=0.5) if msg is None: @@ -94,16 +92,12 @@ def test_startup_prefetch_warms_disk_and_reports_disk_models(tmp_path: Path, mon saw_completed = True if not msg.HasField("worker_registration"): if disk_ready and saw_started and saw_completed: - assert saw_cache_only_supports_model_loading_false return continue - if not msg.worker_registration.resources.supports_model_loading: - saw_cache_only_supports_model_loading_false = True disk_models = list(msg.worker_registration.resources.disk_models) - if variant_ref_canon in disk_models: + if variant_ref in disk_models: disk_ready = True if disk_ready and saw_started and saw_completed: - assert saw_cache_only_supports_model_loading_false return raise AssertionError("timed out waiting for worker to report disk_models after startup prefetch") diff --git a/tests/test_tensorhub_toml.py b/tests/test_tensorhub_toml.py index 85ebc40..04ad01b 100644 --- a/tests/test_tensorhub_toml.py +++ b/tests/test_tensorhub_toml.py @@ -92,23 +92,6 @@ def test_invalid_dtype_rejected(self) -> None: with self.assertRaises(ValueError): load_tensorhub_toml(p) - def test_nvfp4_dtype_accepted(self) -> None: - with tempfile.TemporaryDirectory() as td: - p = Path(td) / "endpoint.toml" - p.write_text( - """ -schema_version = 1 -name = "x" -main = "x.main" - -[models] -m = { ref = "o/r", dtypes = ["nvfp4"] } -""".lstrip(), - encoding="utf-8", - ) - cfg = load_tensorhub_toml(p) - self.assertEqual(cfg.models["m"].dtypes, ("nvfp4",)) - def test_invalid_cuda_constraint_rejected(self) -> None: with tempfile.TemporaryDirectory() as td: p = Path(td) / "endpoint.toml" diff --git a/tests/test_trainer_checkpointing.py b/tests/test_trainer_checkpointing.py new file mode 100644 index 0000000..8ed9782 --- /dev/null +++ b/tests/test_trainer_checkpointing.py @@ -0,0 +1,54 @@ +from __future__ import annotations + +from pathlib import Path + +import pytest + + +def test_save_and_load_trainable_module_checkpoint_roundtrip(tmp_path: Path) -> None: + torch = pytest.importorskip("torch") + import torch.nn as nn + + from gen_worker.trainer import load_trainable_module_checkpoint, save_trainable_module_checkpoint + + module = nn.Linear(4, 2, bias=True) + optimizer = torch.optim.AdamW(module.parameters(), lr=1e-3) + + # Warm optimizer state so optimizer checkpointing path is exercised. + x = torch.randn(3, 4) + y = torch.randn(3, 2) + loss = ((module(x) - y) ** 2).mean() + loss.backward() + optimizer.step() + optimizer.zero_grad(set_to_none=True) + + checkpoint_dir = tmp_path / "step-0001" + meta = save_trainable_module_checkpoint( + module=module, + optimizer=optimizer, + output_dir=str(checkpoint_dir), + step=1, + final=False, + model_name_or_path="runwayml/stable-diffusion-v1-5", + ) + + assert "primary_path" in meta + primary_path = Path(str(meta["primary_path"])) + assert primary_path.exists() + assert (checkpoint_dir / "checkpoint_meta.json").exists() + + saved_weight = module.weight.detach().clone() + saved_bias = module.bias.detach().clone() + + # Corrupt params then verify load restores trainable tensors. + with torch.no_grad(): + module.weight.add_(10.0) + module.bias.sub_(10.0) + + load_trainable_module_checkpoint( + module=module, + optimizer=optimizer, + checkpoint_dir=str(checkpoint_dir), + ) + assert torch.allclose(module.weight.detach(), saved_weight) + assert torch.allclose(module.bias.detach(), saved_bias) diff --git a/tests/test_trainer_runtime_orchestrated.py b/tests/test_trainer_runtime_orchestrated.py new file mode 100644 index 0000000..b7da66b --- /dev/null +++ b/tests/test_trainer_runtime_orchestrated.py @@ -0,0 +1,448 @@ +from __future__ import annotations + +import io +import json +from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer +from pathlib import Path +import sys +import threading +import time +import types +from typing import Any + +import pytest + +from gen_worker.trainer.orchestrated import StartupContractError +from gen_worker.trainer.runtime import run_training_runtime_from_env + + +def _register_trainer_module(monkeypatch: pytest.MonkeyPatch, module_name: str, class_name: str) -> str: + mod = types.ModuleType(module_name) + + class _Trainer: + def setup(self, ctx) -> None: + _ = ctx + + def configure(self, ctx) -> dict[str, object]: + _ = ctx + return {"loaded": False} + + def prepare_batch(self, raw_batch: object, state: dict[str, object], ctx) -> object: + _ = state + _ = ctx + return raw_batch + + def train_step(self, prepared_batch: object, state: dict[str, object], ctx): + _ = prepared_batch + _ = ctx + loaded = 1.0 if bool(state.get("loaded")) else 0.0 + from gen_worker.trainer import StepResult + + return StepResult(metrics={"train/loss": loaded}) + + def state_dict(self, state: dict[str, object]) -> dict[str, object]: + return dict(state) + + def load_state_dict(self, state: dict[str, object], payload: dict[str, object], ctx) -> None: + _ = ctx + state.update(payload) + + _Trainer.__name__ = class_name + setattr(mod, class_name, _Trainer) + monkeypatch.setitem(sys.modules, module_name, mod) + return f"{module_name}:{class_name}" + + +def _parquet_bytes() -> bytes: + pa = pytest.importorskip("pyarrow") + pq = pytest.importorskip("pyarrow.parquet") + table = pa.table({"image_ref": ["a", "b"], "caption": ["x", "y"]}) + buf = io.BytesIO() + pq.write_table(table, buf) + return buf.getvalue() + + +class _TestHTTPHandler(BaseHTTPRequestHandler): + auth_token = "" + dataset_bytes = b"" + resume_payload = b"{}" + fail_paths: set[str] = set() + posts: list[dict[str, Any]] = [] + puts: list[dict[str, Any]] = [] + + def log_message(self, format: str, *args: object) -> None: # noqa: A003 + return + + def _authorized(self) -> bool: + token = str(self.auth_token or "").strip() + if not token: + return True + got = str(self.headers.get("Authorization") or "").strip() + return got == f"Bearer {token}" + + def do_GET(self) -> None: # noqa: N802 + if not self._authorized(): + self.send_response(401) + self.end_headers() + return + if self.path == "/inputs/train.parquet": + body = self.dataset_bytes + elif self.path == "/inputs/resume.json": + body = self.resume_payload + else: + self.send_response(404) + self.end_headers() + return + self.send_response(200) + self.send_header("Content-Type", "application/octet-stream") + self.send_header("Content-Length", str(len(body))) + self.end_headers() + self.wfile.write(body) + + def do_POST(self) -> None: # noqa: N802 + if not self._authorized(): + self.send_response(401) + self.end_headers() + return + length = int(self.headers.get("Content-Length") or "0") + raw = self.rfile.read(length) if length > 0 else b"{}" + payload = json.loads(raw.decode("utf-8") or "{}") + self.posts.append({"path": self.path, "payload": payload}) + if self.path in self.fail_paths: + self.send_response(500) + self.send_header("Content-Type", "application/json") + self.end_headers() + self.wfile.write(b'{"error":"forced failure"}') + return + self.send_response(200) + self.send_header("Content-Type", "application/json") + self.end_headers() + self.wfile.write(b'{"ok":true}') + + def do_PUT(self) -> None: # noqa: N802 + if not self._authorized(): + self.send_response(401) + self.end_headers() + return + length = int(self.headers.get("Content-Length") or "0") + body = self.rfile.read(length) if length > 0 else b"" + self.puts.append( + { + "path": self.path, + "size": len(body), + "content_type": str(self.headers.get("Content-Type") or ""), + } + ) + if self.path in self.fail_paths: + self.send_response(500) + self.send_header("Content-Type", "application/json") + self.end_headers() + self.wfile.write(b'{"error":"forced failure"}') + return + payload = { + "ref": self.path.removeprefix("/api/v1/file/"), + "sha256": "testsha256", + "size_bytes": len(body), + } + raw = json.dumps(payload).encode("utf-8") + self.send_response(200) + self.send_header("Content-Type", "application/json") + self.send_header("Content-Length", str(len(raw))) + self.end_headers() + self.wfile.write(raw) + + +def _start_test_server(token: str, dataset_bytes: bytes, resume_payload: bytes, fail_paths: set[str] | None = None) -> tuple[ThreadingHTTPServer, str]: + _TestHTTPHandler.auth_token = token + _TestHTTPHandler.dataset_bytes = dataset_bytes + _TestHTTPHandler.resume_payload = resume_payload + _TestHTTPHandler.fail_paths = set(fail_paths or set()) + _TestHTTPHandler.posts = [] + _TestHTTPHandler.puts = [] + server = ThreadingHTTPServer(("127.0.0.1", 0), _TestHTTPHandler) + thread = threading.Thread(target=server.serve_forever, daemon=True) + thread.start() + host, port = server.server_address + return server, f"http://{host}:{port}" + + +def test_trainer_runtime_startup_requires_capability_token(monkeypatch: pytest.MonkeyPatch, tmp_path: Path) -> None: + trainer_import = _register_trainer_module(monkeypatch, "tmp_orch_startup_mod", "StartupTrainer") + spec = {"request_id": "run-orch-startup", "trainer": trainer_import, "max_steps": 1, "mock_batches": [1]} + spec_path = tmp_path / "trainer_job.json" + spec_path.write_text(json.dumps(spec), encoding="utf-8") + + monkeypatch.setenv("TRAINER_JOB_SPEC_PATH", str(spec_path)) + monkeypatch.setenv("TRAINER_ORCHESTRATED", "1") + monkeypatch.delenv("TRAINER_CAPABILITY_TOKEN", raising=False) + + with pytest.raises(StartupContractError, match="startup.missing_capability_token"): + run_training_runtime_from_env() + + +def test_trainer_runtime_orchestrated_happy_path_with_materialize_resume_and_uploads( + monkeypatch: pytest.MonkeyPatch, tmp_path: Path +) -> None: + trainer_import = _register_trainer_module(monkeypatch, "tmp_orch_happy_mod", "HappyTrainer") + token = "cap-123" + resume_payload = json.dumps({"state": {"loaded": True}}).encode("utf-8") + server, base = _start_test_server(token=token, dataset_bytes=_parquet_bytes(), resume_payload=resume_payload) + try: + events = tmp_path / "events.jsonl" + ckpt = tmp_path / "ckpt" + samples = tmp_path / "samples" + spec = { + "request_id": "run-orch-happy", + "trainer": trainer_import, + "trainer_api_version": "v1", + "max_steps": 2, + "metric_every": 1, + "checkpoint_every": 1, + "sample_every": 1, + "dataset": {"batch_size": 1, "readahead": 1, "columns": ["image_ref", "caption"]}, + "inputs": { + "dataset_parquet_refs": [f"{base}/inputs/train.parquet"], + "resume_checkpoint_ref": f"{base}/inputs/resume.json", + }, + } + spec_path = tmp_path / "trainer_job_happy.json" + spec_path.write_text(json.dumps(spec), encoding="utf-8") + + monkeypatch.setenv("TRAINER_ORCHESTRATED", "1") + monkeypatch.setenv("TRAINER_CAPABILITY_TOKEN", token) + monkeypatch.setenv("TRAINER_JOB_SPEC_PATH", str(spec_path)) + monkeypatch.setenv("TRAINER_EVENTS_PATH", str(events)) + monkeypatch.setenv("TRAINER_CHECKPOINTS_DIR", str(ckpt)) + monkeypatch.setenv("TRAINER_SAMPLES_DIR", str(samples)) + monkeypatch.setenv("TRAINER_UPLOAD_METRICS_URL", f"{base}/upload/metrics") + monkeypatch.setenv("TRAINER_UPLOAD_CHECKPOINT_URL", f"{base}/upload/checkpoint") + monkeypatch.setenv("TRAINER_UPLOAD_SAMPLE_URL", f"{base}/upload/sample") + monkeypatch.setenv("TRAINER_UPLOAD_TERMINAL_URL", f"{base}/upload/terminal") + + assert run_training_runtime_from_env() == 0 + lines = [json.loads(x) for x in events.read_text(encoding="utf-8").splitlines() if x.strip()] + assert any(x.get("event") == "started" for x in lines) + assert any(x.get("event") == "metric" and x.get("name") == "train/loss" and float(x.get("value", -1)) == 1.0 for x in lines) + assert any(x.get("event") == "completed" for x in lines) + assert all(x.get("schema_version") == "trainer_event.v1" for x in lines) + + posted_paths = [x["path"] for x in _TestHTTPHandler.posts] + assert "/upload/metrics" in posted_paths + assert "/upload/checkpoint" in posted_paths + assert "/upload/sample" in posted_paths + assert "/upload/terminal" in posted_paths + terminal = [x["payload"] for x in _TestHTTPHandler.posts if x["path"] == "/upload/terminal"][-1] + assert terminal["status"] == "completed" + finally: + server.shutdown() + server.server_close() + + +def test_trainer_runtime_orchestrated_uploads_checkpoint_bytes_to_tensorhub( + monkeypatch: pytest.MonkeyPatch, tmp_path: Path +) -> None: + trainer_import = _register_trainer_module(monkeypatch, "tmp_orch_upload_bytes_mod", "UploadBytesTrainer") + token = "cap-bytes-1" + server, base = _start_test_server(token=token, dataset_bytes=_parquet_bytes(), resume_payload=b"{}") + try: + events = tmp_path / "events.jsonl" + ckpt = tmp_path / "ckpt" + samples = tmp_path / "samples" + spec = { + "request_id": "run-orch-upload-bytes", + "owner": "00000000-0000-0000-0000-000000000001", + "trainer": trainer_import, + "trainer_api_version": "v1", + "max_steps": 1, + "metric_every": 1, + "checkpoint_every": 1, + "sample_every": 0, + "mock_batches": [1], + } + spec_path = tmp_path / "trainer_job_upload_bytes.json" + spec_path.write_text(json.dumps(spec), encoding="utf-8") + + monkeypatch.setenv("TRAINER_ORCHESTRATED", "1") + monkeypatch.setenv("TRAINER_CAPABILITY_TOKEN", token) + monkeypatch.setenv("TRAINER_JOB_SPEC_PATH", str(spec_path)) + monkeypatch.setenv("TRAINER_EVENTS_PATH", str(events)) + monkeypatch.setenv("TRAINER_CHECKPOINTS_DIR", str(ckpt)) + monkeypatch.setenv("TRAINER_SAMPLES_DIR", str(samples)) + monkeypatch.setenv("TRAINER_UPLOAD_METRICS_URL", f"{base}/upload/metrics") + monkeypatch.setenv("TRAINER_UPLOAD_CHECKPOINT_URL", f"{base}/upload/checkpoint") + monkeypatch.setenv("TRAINER_UPLOAD_TERMINAL_URL", f"{base}/upload/terminal") + monkeypatch.setenv("TENSORHUB_URL", base) + + assert run_training_runtime_from_env() == 0 + + assert _TestHTTPHandler.puts, "expected PUT uploads to tensorhub file API" + assert any("/api/v1/file/v1/00000000-0000-0000-0000-000000000001/runs/run-orch-upload-bytes/checkpoints/" in x["path"] for x in _TestHTTPHandler.puts) + + terminal = [x["payload"] for x in _TestHTTPHandler.posts if x["path"] == "/upload/terminal"][-1] + assert terminal["status"] == "completed" + assert terminal["final_checkpoint_ref"] != "" + assert terminal["final_checkpoint_sha256"] == "testsha256" + finally: + server.shutdown() + server.server_close() + + +def test_trainer_runtime_cancel_path(monkeypatch: pytest.MonkeyPatch, tmp_path: Path) -> None: + trainer_import = _register_trainer_module(monkeypatch, "tmp_orch_cancel_mod", "CancelTrainer") + spec = {"request_id": "run-orch-cancel", "trainer": trainer_import, "max_steps": 3, "metric_every": 1, "mock_batches": [1, 2, 3]} + spec_path = tmp_path / "trainer_job_cancel.json" + spec_path.write_text(json.dumps(spec), encoding="utf-8") + events = tmp_path / "events.jsonl" + cancel_file = tmp_path / "cancel.flag" + cancel_file.write_text("1", encoding="utf-8") + + monkeypatch.setenv("TRAINER_JOB_SPEC_PATH", str(spec_path)) + monkeypatch.setenv("TRAINER_EVENTS_PATH", str(events)) + monkeypatch.setenv("TRAINER_CANCEL_FILE", str(cancel_file)) + + with pytest.raises(Exception, match="canceled"): + run_training_runtime_from_env() + + lines = [json.loads(x) for x in events.read_text(encoding="utf-8").splitlines() if x.strip()] + failed = [x for x in lines if x.get("event") == "failed"] + assert failed + assert "canceled" in str(failed[-1].get("error", "")).lower() + + +def test_trainer_runtime_upload_failure_reports_upload_category(monkeypatch: pytest.MonkeyPatch, tmp_path: Path) -> None: + trainer_import = _register_trainer_module(monkeypatch, "tmp_orch_upload_fail_mod", "UploadFailTrainer") + token = "cap-up-1" + server, base = _start_test_server( + token=token, + dataset_bytes=_parquet_bytes(), + resume_payload=json.dumps({"state": {"loaded": True}}).encode("utf-8"), + fail_paths={"/upload/sample"}, + ) + try: + spec = { + "request_id": "run-orch-upload-fail", + "trainer": trainer_import, + "max_steps": 1, + "metric_every": 1, + "checkpoint_every": 1, + "sample_every": 1, + "mock_batches": [1], + } + spec_path = tmp_path / "trainer_job_upload_fail.json" + spec_path.write_text(json.dumps(spec), encoding="utf-8") + events = tmp_path / "events.jsonl" + + monkeypatch.setenv("TRAINER_JOB_SPEC_PATH", str(spec_path)) + monkeypatch.setenv("TRAINER_EVENTS_PATH", str(events)) + monkeypatch.setenv("TRAINER_CAPABILITY_TOKEN", token) + monkeypatch.setenv("TRAINER_UPLOAD_METRICS_URL", f"{base}/upload/metrics") + monkeypatch.setenv("TRAINER_UPLOAD_CHECKPOINT_URL", f"{base}/upload/checkpoint") + monkeypatch.setenv("TRAINER_UPLOAD_SAMPLE_URL", f"{base}/upload/sample") + + with pytest.raises(Exception, match="upload"): + run_training_runtime_from_env() + + lines = [json.loads(x) for x in events.read_text(encoding="utf-8").splitlines() if x.strip()] + failed = [x for x in lines if x.get("event") == "failed"] + assert failed + assert str(failed[-1].get("error", "")).startswith("upload:") + finally: + server.shutdown() + server.server_close() + + +def test_trainer_runtime_timeout_path(monkeypatch: pytest.MonkeyPatch, tmp_path: Path) -> None: + mod = types.ModuleType("tmp_orch_timeout_mod") + + class SlowTrainer: + def setup(self, ctx) -> None: + _ = ctx + + def configure(self, ctx) -> dict[str, object]: + _ = ctx + return {} + + def prepare_batch(self, raw_batch: object, state: dict[str, object], ctx) -> object: + _ = state + _ = ctx + return raw_batch + + def train_step(self, prepared_batch: object, state: dict[str, object], ctx): + _ = prepared_batch + _ = state + _ = ctx + time.sleep(1.1) + from gen_worker.trainer import StepResult + + return StepResult(metrics={"train/loss": 0.1}) + + def state_dict(self, state: dict[str, object]) -> dict[str, object]: + return dict(state) + + def load_state_dict(self, state: dict[str, object], payload: dict[str, object], ctx) -> None: + _ = ctx + state.update(payload) + + mod.SlowTrainer = SlowTrainer + monkeypatch.setitem(sys.modules, "tmp_orch_timeout_mod", mod) + + spec = { + "request_id": "run-orch-timeout", + "trainer": "tmp_orch_timeout_mod:SlowTrainer", + "max_steps": 2, + "metric_every": 1, + "mock_batches": [1, 2, 3], + } + spec_path = tmp_path / "trainer_job_timeout.json" + spec_path.write_text(json.dumps(spec), encoding="utf-8") + events = tmp_path / "events.jsonl" + monkeypatch.setenv("TRAINER_JOB_SPEC_PATH", str(spec_path)) + monkeypatch.setenv("TRAINER_EVENTS_PATH", str(events)) + monkeypatch.setenv("TRAINER_MAX_RUNTIME_SECONDS", "1") + + with pytest.raises(Exception, match="timeout"): + run_training_runtime_from_env() + + lines = [json.loads(x) for x in events.read_text(encoding="utf-8").splitlines() if x.strip()] + failed = [x for x in lines if x.get("event") == "failed"] + assert failed + assert "timeout" in str(failed[-1].get("error", "")).lower() + + +def test_trainer_runtime_resume_idempotent_skips_when_final_exists(monkeypatch: pytest.MonkeyPatch, tmp_path: Path) -> None: + trainer_import = _register_trainer_module(monkeypatch, "tmp_orch_resume_skip_mod", "ResumeSkipTrainer") + token = "cap-up-2" + server, base = _start_test_server( + token=token, + dataset_bytes=_parquet_bytes(), + resume_payload=json.dumps({"state": {"loaded": True}}).encode("utf-8"), + ) + try: + ckpt = tmp_path / "checkpoints" + ckpt.mkdir(parents=True, exist_ok=True) + (ckpt / "final.json").write_text(json.dumps({"state": {"loaded": True}}), encoding="utf-8") + events = tmp_path / "events.jsonl" + spec = { + "request_id": "run-orch-resume-skip", + "trainer": trainer_import, + "max_steps": 5, + "resume_from_latest": True, + "mock_batches": [1, 2, 3], + } + spec_path = tmp_path / "trainer_job_resume_skip.json" + spec_path.write_text(json.dumps(spec), encoding="utf-8") + + monkeypatch.setenv("TRAINER_JOB_SPEC_PATH", str(spec_path)) + monkeypatch.setenv("TRAINER_EVENTS_PATH", str(events)) + monkeypatch.setenv("TRAINER_CHECKPOINTS_DIR", str(ckpt)) + monkeypatch.setenv("TRAINER_CAPABILITY_TOKEN", token) + monkeypatch.setenv("TRAINER_UPLOAD_TERMINAL_URL", f"{base}/upload/terminal") + + assert run_training_runtime_from_env() == 0 + lines = [json.loads(x) for x in events.read_text(encoding="utf-8").splitlines() if x.strip()] + assert any(x.get("event") == "completed" for x in lines) + posted_paths = [x["path"] for x in _TestHTTPHandler.posts] + assert "/upload/terminal" not in posted_paths + finally: + server.shutdown() + server.server_close() diff --git a/tests/test_training_endpoints_contract_smoke.py b/tests/test_training_endpoints_contract_smoke.py new file mode 100644 index 0000000..8a60b89 --- /dev/null +++ b/tests/test_training_endpoints_contract_smoke.py @@ -0,0 +1,185 @@ +from __future__ import annotations + +import os +import sys +from pathlib import Path +from dataclasses import dataclass, field + +import pytest + +from gen_worker.trainer import StepContext, TrainingJobSpec, load_trainer_plugin, run_training_loop + + +class _Batch: + def __init__(self, values: dict[str, list[object]]) -> None: + self._values = values + + def to_pydict(self) -> dict[str, list[object]]: + return self._values + + +class _T2IModel: + def train_t2i_step( + self, *, image_refs: list[str], prompts: list[str], hyperparams: dict[str, object] + ) -> float: + _ = hyperparams + if len(image_refs) != len(prompts): + raise ValueError("length mismatch") + return 1.0 + + +class _EditModel: + def train_edit_step( + self, + *, + source_refs: list[str], + target_refs: list[str], + instructions: list[str], + mask_refs: list[str | None], + hyperparams: dict[str, object], + ) -> float: + _ = hyperparams + if not (len(source_refs) == len(target_refs) == len(instructions) == len(mask_refs)): + raise ValueError("length mismatch") + return 2.0 + + +@dataclass +class _Reporter: + metrics: list[tuple[str, float, int]] = field(default_factory=list) + checkpoints: list[tuple[str, int]] = field(default_factory=list) + samples: list[tuple[str, int]] = field(default_factory=list) + completed_calls: list[tuple[int, str | None]] = field(default_factory=list) + failed_calls: list[tuple[int, str]] = field(default_factory=list) + + def started(self, *, request_id: str) -> None: + _ = request_id + + def metric(self, *, name: str, value: float, step: int) -> None: + self.metrics.append((name, value, step)) + + def checkpoint(self, *, path: str, step: int) -> None: + self.checkpoints.append((path, step)) + + def sample(self, *, path: str, step: int) -> None: + self.samples.append((path, step)) + + def completed(self, *, step: int, final_checkpoint: str | None) -> None: + self.completed_calls.append((step, final_checkpoint)) + + def failed(self, *, step: int, error: str) -> None: + self.failed_calls.append((step, error)) + + def is_canceled(self) -> bool: + return False + + +@dataclass +class _Writer: + checkpoints: list[tuple[int, dict[str, object]]] = field(default_factory=list) + final_payloads: list[dict[str, object]] = field(default_factory=list) + + def write_checkpoint( + self, + *, + step: int, + state_payload: dict[str, object], + trainer: object, + state: object, + ctx: StepContext, + ) -> str: + _ = trainer + _ = state + _ = ctx + self.checkpoints.append((step, state_payload)) + return f"/tmp/ckpt-{step}.json" + + def write_samples(self, *, step: int, state: object, ctx: StepContext) -> list[str]: + _ = state + _ = ctx + return [f"/tmp/sample-{step}.json"] + + def finalize( + self, + *, + state_payload: dict[str, object], + trainer: object, + state: object, + ctx: StepContext, + ) -> str | None: + _ = trainer + _ = state + _ = ctx + self.final_payloads.append(state_payload) + return "/tmp/final.json" + + +def _training_endpoints_root() -> Path: + env_override = os.getenv("TRAINING_ENDPOINTS_ROOT") + if env_override: + return Path(env_override).resolve() + return Path(__file__).resolve().parents[2] / "training-endpoints" + + +@pytest.mark.skipif(not _training_endpoints_root().exists(), reason="training-endpoints repo not present") +def test_training_endpoints_examples_run_in_gen_worker_loop() -> None: + root = _training_endpoints_root() + t2i_src = root / "t2i_three_prompts" / "src" + edit_src = root / "img2img_edit_optional_prompt_mask" / "src" + sys.path.insert(0, str(t2i_src)) + sys.path.insert(0, str(edit_src)) + try: + t2i_trainer = load_trainer_plugin("t2i_three_prompts.main:ThreePromptT2ITrainer") + t2i_job = TrainingJobSpec(request_id="t2i-run", max_steps=1, metric_every=1, checkpoint_every=1, sample_every=1) + t2i_ctx = StepContext( + job=t2i_job, + model_handles={"model": _T2IModel()}, + ) + t2i_reporter = _Reporter() + t2i_writer = _Writer() + t2i_terminal = run_training_loop( + job=t2i_job, + ctx=t2i_ctx, + trainer=t2i_trainer, + batches=[_Batch({"image_ref": ["a"], "caption_short": ["short"]})], + reporter=t2i_reporter, + artifact_writer=t2i_writer, + ) + assert t2i_terminal == 1 + assert any(name == "train/loss" for (name, _value, _step) in t2i_reporter.metrics) + assert t2i_reporter.checkpoints and t2i_writer.final_payloads + assert t2i_reporter.samples + + edit_trainer = load_trainer_plugin("img2img_edit_optional_prompt_mask.main:Img2ImgEditTrainer") + edit_job = TrainingJobSpec(request_id="edit-run", max_steps=1, metric_every=1, checkpoint_every=1, sample_every=1) + edit_ctx = StepContext( + job=edit_job, + model_handles={"model": _EditModel()}, + ) + edit_reporter = _Reporter() + edit_writer = _Writer() + edit_terminal = run_training_loop( + job=edit_job, + ctx=edit_ctx, + trainer=edit_trainer, + batches=[ + _Batch( + { + "source_image_ref": ["source"], + "target_image_ref": ["target"], + "edit_type": ["mosaic"], + } + ) + ], + reporter=edit_reporter, + artifact_writer=edit_writer, + ) + assert edit_terminal == 1 + assert any(name == "train/loss" for (name, _value, _step) in edit_reporter.metrics) + assert edit_reporter.checkpoints and edit_writer.final_payloads + assert edit_reporter.samples + finally: + if str(t2i_src) in sys.path: + sys.path.remove(str(t2i_src)) + if str(edit_src) in sys.path: + sys.path.remove(str(edit_src)) diff --git a/tests/test_worker_jwt_rotation.py b/tests/test_worker_jwt_rotation.py index 6d96829..f74ca38 100644 --- a/tests/test_worker_jwt_rotation.py +++ b/tests/test_worker_jwt_rotation.py @@ -42,7 +42,7 @@ def test_worker_jwt_rotation_updates_next_reconnect(tmp_path: Path, monkeypatch: from __future__ import annotations import msgspec -from gen_worker import RequestContext, ResourceRequirements, worker_function +from gen_worker import ActionContext, ResourceRequirements, worker_function class Input(msgspec.Struct): name: str @@ -51,7 +51,7 @@ class Output(msgspec.Struct): message: str @worker_function(ResourceRequirements()) -def hello(ctx: RequestContext, payload: Input) -> Output: +def hello(ctx: ActionContext, payload: Input) -> Output: return Output(message=f"hello {payload.name}") """.lstrip(), encoding="utf-8", @@ -84,27 +84,19 @@ def hello(ctx: RequestContext, payload: Input) -> Output: time.sleep(0.05) assert w.worker_jwt == "jwt-2" - # Trigger reconnect via real transport disruption: stop old server, then restart. - server.stop(grace=None) - orch2 = _MockOrchestrator() - server2 = grpc.server(futures.ThreadPoolExecutor(max_workers=8)) - pb_grpc.add_SchedulerWorkerServiceServicer_to_server(orch2, server2) - rebound = server2.add_insecure_port(f"127.0.0.1:{port}") - assert rebound == port - server2.start() - - # Wait for a new connection to establish with the rotated token on the restarted server. + # Force a reconnect without killing the server. This simulates network interruption. + w._handle_connection_error() + + # Wait for a new connection to establish with the rotated token. start = time.monotonic() while time.monotonic() - start < 30: - sess2 = orch2.get_session(timeout_s=0.5) + sess2 = orch.get_session(timeout_s=0.5) if sess2 is None: continue if _extract_bearer(sess2.metadata) == "jwt-2": - server2.stop(grace=None) return time.sleep(0.1) - server2.stop(grace=None) raise AssertionError("timed out waiting for reconnect with rotated WORKER_JWT") finally: try: diff --git a/tests/test_worker_leader_redirect.py b/tests/test_worker_leader_redirect.py new file mode 100644 index 0000000..b0104d6 --- /dev/null +++ b/tests/test_worker_leader_redirect.py @@ -0,0 +1,19 @@ +import unittest + +from gen_worker.worker import Worker + + +class TestWorkerLeaderRedirect(unittest.TestCase): + def test_extract_leader_addr(self): + self.assertEqual(Worker._extract_leader_addr("not_leader:127.0.0.1:8080"), "127.0.0.1:8080") + self.assertIsNone(Worker._extract_leader_addr("not_leader:")) + self.assertIsNone(Worker._extract_leader_addr("other_error")) + self.assertIsNone(Worker._extract_leader_addr(None)) + + def test_normalize_scheduler_addrs(self): + addrs = Worker._normalize_scheduler_addrs("a:1", ["b:2", "a:1", " ", "c:3"]) + self.assertEqual(addrs, ["a:1", "b:2", "c:3"]) + + +if __name__ == "__main__": + unittest.main() diff --git a/tests/test_worker_model_keyspace.py b/tests/test_worker_model_keyspace.py new file mode 100644 index 0000000..f6775eb --- /dev/null +++ b/tests/test_worker_model_keyspace.py @@ -0,0 +1,53 @@ +import unittest + +from gen_worker.injection import InjectionSpec, ModelRef, ModelRefSource +from gen_worker.worker import Worker + + +class _Payload: + def __init__(self, **kwargs): + for k, v in kwargs.items(): + setattr(self, k, v) + + +class TestWorkerModelKeyspace(unittest.TestCase): + def test_payload_model_selection_uses_function_mapping(self) -> None: + w = Worker.__new__(Worker) + w._payload_model_id_by_key_by_function = { + "generate": {"sdxl": "stabilityai/stable-diffusion-xl-base-1.0"} + } + w._fixed_model_id_by_key = {} + w._release_allowed_model_ids = None + + inj = InjectionSpec( + param_name="pipe", + param_type=object, + model_ref=ModelRef(ModelRefSource.PAYLOAD, "model_key"), + ) + payload = _Payload(model_key="sdxl") + + got, key = Worker._resolve_model_id_for_injection(w, "generate", inj, payload) # type: ignore[arg-type] + self.assertEqual(got, "stabilityai/stable-diffusion-xl-base-1.0") + self.assertEqual(key, "sdxl") + + def test_payload_model_selection_rejects_unknown_key(self) -> None: + w = Worker.__new__(Worker) + w._payload_model_id_by_key_by_function = { + "generate": {"sdxl": "stabilityai/stable-diffusion-xl-base-1.0"} + } + w._fixed_model_id_by_key = {} + w._release_allowed_model_ids = None + + inj = InjectionSpec( + param_name="pipe", + param_type=object, + model_ref=ModelRef(ModelRefSource.PAYLOAD, "model_key"), + ) + payload = _Payload(model_key="nope") + + with self.assertRaises(ValueError): + Worker._resolve_model_id_for_injection(w, "generate", inj, payload) # type: ignore[arg-type] + + +if __name__ == "__main__": + unittest.main() diff --git a/tests/test_worker_startup_visibility.py b/tests/test_worker_startup_visibility.py new file mode 100644 index 0000000..ace2c46 --- /dev/null +++ b/tests/test_worker_startup_visibility.py @@ -0,0 +1,131 @@ +from __future__ import annotations + +import json +import sys +import threading +import time +import types +from pathlib import Path +from typing import Any + +import pytest + +from gen_worker.worker import Worker + + +def test_registration_watchdog_emits_timeout_and_sets_stop() -> None: + w = Worker.__new__(Worker) + w.worker_id = "w-1" + w.scheduler_addr = "127.0.0.1:8080" + w._process_started_monotonic = time.monotonic() - 0.5 + w._registered_event = threading.Event() + w._running = True + w._stop_event = threading.Event() + w._startup_timeout_triggered = False + + startup_events: list[tuple[str, dict[str, Any]]] = [] + worker_events: list[tuple[str, dict[str, Any]]] = [] + w._emit_startup_phase = lambda phase, **kw: startup_events.append((phase, kw)) # type: ignore[method-assign] + w._emit_worker_event_bytes = ( # type: ignore[method-assign] + lambda request_id, event_type, payload_json: worker_events.append( + (event_type, json.loads(payload_json.decode("utf-8"))) + ) + ) + w._close_connection = lambda: None # type: ignore[method-assign] + + w._registration_watchdog_loop(timeout_s=0.02) + + assert w._startup_timeout_triggered is True + assert w._stop_event.is_set() is True + assert any(name == "startup_timeout_unregistered" for name, _ in startup_events) + assert any(name == "worker.startup_timeout_unregistered" for name, _ in worker_events) + + +def test_task_phase_watchdog_emits_stuck_event() -> None: + w = Worker.__new__(Worker) + seen: list[tuple[str, dict[str, Any]]] = [] + w._emit_worker_event_bytes = ( # type: ignore[method-assign] + lambda request_id, event_type, payload_json: seen.append((event_type, json.loads(payload_json.decode("utf-8")))) + ) + + timer = w._start_task_phase_watchdog( + request_id="run-1", + phase="inference", + warn_after_s=0.02, + payload={"function_name": "generate"}, + ) + time.sleep(0.06) + if timer is not None: + timer.cancel() + + assert any(name == "task.inference.stuck" for name, _ in seen) + ev_payload = next(p for name, p in seen if name == "task.inference.stuck") + assert ev_payload["function_name"] == "generate" + assert ev_payload["elapsed_ms"] >= 20 + + +def test_emit_worker_fatal_includes_traceback_metadata() -> None: + w = Worker.__new__(Worker) + w.worker_id = "w-2" + w.scheduler_addr = "scheduler:8080" + w._process_started_monotonic = time.monotonic() - 1.0 + seen: list[tuple[str, dict[str, Any]]] = [] + w._emit_worker_event_bytes = ( # type: ignore[method-assign] + lambda request_id, event_type, payload_json: seen.append((event_type, json.loads(payload_json.decode("utf-8")))) + ) + + try: + raise RuntimeError("boom") + except Exception as exc: + w._emit_worker_fatal("startup", exc, exit_code=7) + + assert seen + event_type, payload = seen[-1] + assert event_type == "worker.fatal" + assert payload["phase"] == "startup" + assert payload["exception_class"] == "RuntimeError" + assert "boom" in payload["exception_message"] + assert "RuntimeError" in payload["traceback"] + assert payload["exit_code"] == 7 + + +def test_run_raises_when_registration_timeout_reached(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None: + mod_dir = tmp_path / "mod" + mod_dir.mkdir(parents=True, exist_ok=True) + (mod_dir / "tiny_mod.py").write_text( + """ +from __future__ import annotations +import msgspec +from gen_worker.decorators import worker_function +from gen_worker.worker import ActionContext + +class Input(msgspec.Struct): + name: str + +class Output(msgspec.Struct): + ok: bool + +@worker_function() +def tiny(ctx: ActionContext, payload: Input) -> Output: + return Output(ok=True) +""".lstrip(), + encoding="utf-8", + ) + sys.path.insert(0, str(mod_dir)) + + w = Worker( + scheduler_addr="127.0.0.1:1", + user_module_names=["tiny_mod"], + worker_jwt="jwt-test", + reconnect_delay=0, + max_reconnect_attempts=0, + ) + monkeypatch.setattr(w, "connect", types.MethodType(lambda self: False, w)) + w._register_timeout_s = 1 + w._reconnect_delay_base = 0 + w._reconnect_delay_max = 0 + w._reconnect_jitter = 0 + + with pytest.raises(RuntimeError, match="startup_timeout_unregistered"): + w.run() + diff --git a/tests/test_worker_telemetry_issue67.py b/tests/test_worker_telemetry_issue67.py new file mode 100644 index 0000000..0308aee --- /dev/null +++ b/tests/test_worker_telemetry_issue67.py @@ -0,0 +1,187 @@ +from __future__ import annotations + +import asyncio +import threading +import time +from pathlib import Path +from typing import Any + +import msgspec +import pytest + +from gen_worker.model_cache import ModelCache +from gen_worker.worker import ActionContext, Worker, pb, _TaskSpec +from gen_worker.decorators import ResourceRequirements + + +class _Input(msgspec.Struct): + sleep_s: float + + +class _Output(msgspec.Struct): + ok: bool + + +def _sleep_fn(ctx: ActionContext, payload: _Input) -> _Output: + time.sleep(payload.sleep_s) + return _Output(ok=True) + + +def test_gpu_is_busy_refcount_overlapping_inference() -> None: + w = Worker.__new__(Worker) + w._has_gpu = True + w._gpu_busy_lock = threading.Lock() + w._gpu_busy_refcount = 0 + w._is_gpu_busy = False + w._active_model_use_lock = threading.Lock() + w._active_model_use_counts = {} + w._active_tasks_lock = threading.Lock() + w._active_tasks = {} + w._active_function_counts = {} + w._send_message = lambda msg: None # type: ignore[method-assign] + w._send_task_result = lambda *args, **kwargs: None # type: ignore[method-assign] + w._materialize_assets = lambda ctx, obj: None # type: ignore[method-assign] + + spec = _TaskSpec( + name="sleep", + func=_sleep_fn, + resources=ResourceRequirements(), + ctx_param="ctx", + payload_param="payload", + payload_type=_Input, + output_mode="single", + output_type=_Output, + injections=(), + ) + + ctx1 = ActionContext("r1", emitter=lambda e: None) + ctx2 = ActionContext("r2", emitter=lambda e: None) + payload = msgspec.msgpack.encode({"sleep_s": 0.25}) + + t1 = threading.Thread(target=w._execute_task, args=(ctx1, spec, payload), daemon=True) + t2 = threading.Thread(target=w._execute_task, args=(ctx2, spec, payload), daemon=True) + + t1.start() + t2.start() + + # Wait until at least one entered busy. + deadline = time.time() + 2.0 + while time.time() < deadline and not w._get_gpu_busy_status(): + time.sleep(0.01) + assert w._get_gpu_busy_status() is True + + # While at least one task is running, busy must remain true. + while t1.is_alive() or t2.is_alive(): + assert w._get_gpu_busy_status() is True + time.sleep(0.01) + + assert w._get_gpu_busy_status() is False + + +class _StubModelManager: + def __init__(self) -> None: + self._loaded: set[str] = set() + self.model_sizes: dict[str, float] = {} + + async def load_model_into_vram(self, model_id: str) -> bool: + await asyncio.sleep(0.15) + self._loaded.add(model_id) + return True + + def unload(self, model_id: str) -> None: + self._loaded.discard(model_id) + + def get_vram_loaded_models(self) -> list[str]: + return sorted(self._loaded) + + +def test_load_model_emits_events_and_updates_vram_models_and_busy(tmp_path: Path) -> None: + w = Worker.__new__(Worker) + w._has_gpu = True + w._gpu_busy_lock = threading.Lock() + w._gpu_busy_refcount = 0 + w._is_gpu_busy = False + w._active_model_use_lock = threading.Lock() + w._active_model_use_counts = {} + w._model_init_done_event = threading.Event() + w._model_init_done_event.set() + w._model_manager = _StubModelManager() + w._model_cache = ModelCache(model_cache_dir=str(tmp_path / "cache")) + w._task_specs = {} + w._ws_specs = {} + w._discovered_resources = {} + w._function_schemas = {} + w.max_concurrency = 0 + w.runpod_pod_id = "" + + sent: list[Any] = [] + w._send_message = lambda msg: sent.append(msg) # type: ignore[method-assign] + + cmd = pb.LoadModelCommand(model_id="cozy:demo/repo@sha256:snap-1") + + th = threading.Thread(target=w._handle_load_model_cmd, args=(cmd,), daemon=True) + th.start() + + # Busy should become true during the async sleep. + deadline = time.time() + 2.0 + saw_busy = False + while time.time() < deadline and th.is_alive(): + if w._get_gpu_busy_status(): + saw_busy = True + break + time.sleep(0.01) + assert saw_busy is True + + th.join(timeout=5) + assert w._get_gpu_busy_status() is False + + # Must emit load.started + load.completed/failed. + event_types = [ + m.worker_event.event_type + for m in sent + if getattr(m, "worker_event", None) and m.HasField("worker_event") + ] + assert "model.load.started" in event_types + assert "model.load.completed" in event_types + + # LoadModelResult must succeed. + results = [m.load_model_result for m in sent if m.HasField("load_model_result")] + assert results and results[-1].success is True + + # The immediate registration update should reflect vram_models after the load. + regs = [m.worker_registration for m in sent if m.HasField("worker_registration")] + assert regs + assert "cozy:demo/repo@sha256:snap-1" in list(regs[-1].resources.vram_models) + + +def test_unload_model_rejected_when_in_use(tmp_path: Path) -> None: + w = Worker.__new__(Worker) + w._has_gpu = True + w._gpu_busy_lock = threading.Lock() + w._gpu_busy_refcount = 0 + w._is_gpu_busy = False + w._active_model_use_lock = threading.Lock() + w._active_model_use_counts = {} + w._model_manager = _StubModelManager() + w._model_cache = ModelCache(model_cache_dir=str(tmp_path / "cache")) + w._task_specs = {} + w._ws_specs = {} + w._discovered_resources = {} + w._function_schemas = {} + w.max_concurrency = 0 + w.runpod_pod_id = "" + + sent: list[Any] = [] + w._send_message = lambda msg: sent.append(msg) # type: ignore[method-assign] + + model_id = "cozy:demo/repo@sha256:snap-1" + w._model_use_enter(model_id) + try: + w._handle_unload_model_cmd(pb.UnloadModelCommand(model_id=model_id)) + finally: + w._model_use_exit(model_id) + + res = [m.unload_model_result for m in sent if m.HasField("unload_model_result")] + assert res and res[-1].success is False + assert "model_in_use" in (res[-1].error_message or "") + diff --git a/tests/test_worker_wire_protocol.py b/tests/test_worker_wire_protocol.py new file mode 100644 index 0000000..f235287 --- /dev/null +++ b/tests/test_worker_wire_protocol.py @@ -0,0 +1,28 @@ +from __future__ import annotations + +from gen_worker.wire_protocol import WIRE_PROTOCOL_MAJOR, WIRE_PROTOCOL_MINOR +from gen_worker.worker import Worker + + +def test_registration_advertises_wire_protocol(monkeypatch) -> None: + sent = [] + + w = Worker( + scheduler_addr="127.0.0.1:65535", + user_module_names=[], + worker_jwt="test-jwt", + reconnect_delay=0, + ) + monkeypatch.setattr(w, "_send_message", lambda message: sent.append(message)) + + w._register_worker(is_heartbeat=False) + + assert sent, "expected at least one outgoing registration message" + reg = sent[0].worker_registration + assert reg.protocol_major == WIRE_PROTOCOL_MAJOR + assert reg.protocol_minor == WIRE_PROTOCOL_MINOR + + +def test_detects_protocol_incompatibility_marker() -> None: + assert Worker._is_protocol_incompatibility("unsupported_worker_protocol:1.0 supported=1:1-9999") + assert not Worker._is_protocol_incompatibility("not_leader:127.0.0.1:50051") diff --git a/uv.lock b/uv.lock index aff17a8..7bdf473 100644 --- a/uv.lock +++ b/uv.lock @@ -10,7 +10,7 @@ resolution-markers = [ [[package]] name = "accelerate" -version = "1.13.0" +version = "1.12.0" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "huggingface-hub" }, @@ -22,9 +22,9 @@ dependencies = [ { name = "torch", version = "2.10.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform != 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