From 0f2f7c6915c9f213571be326409924da7cc3f84b Mon Sep 17 00:00:00 2001 From: CaioWing Date: Mon, 15 Jun 2026 18:59:33 -0300 Subject: [PATCH 1/8] feat: add release process documentation and changelog --- CHANGELOG.md | 11 ++ README.md | 25 ++++ proto/sample_envelope.proto | 236 ++++++++++++++++++++++++++++++++++++ scripts/prepare-release.ps1 | 184 ++++++++++++++++++++++++++++ 4 files changed, 456 insertions(+) create mode 100644 CHANGELOG.md create mode 100644 proto/sample_envelope.proto create mode 100644 scripts/prepare-release.ps1 diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..73d9066 --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,11 @@ +# Changelog + +All notable changes to VisionPack are tracked here. + +## [Unreleased] + +- Nothing yet. + +## [0.1.0] - 2026-06-04 + +- Initial PyPI-ready package metadata, CLI entry points, build workflow, and release publishing workflow. diff --git a/README.md b/README.md index 563f59e..286eba6 100644 --- a/README.md +++ b/README.md @@ -164,6 +164,31 @@ Full command reference and per-command options live in the --- +## Release process + +Releases are prepared locally, reviewed as a GitHub Release draft, and published +to PyPI only when the GitHub Release is published. + +```powershell +.\scripts\prepare-release.ps1 0.1.1 +git push origin HEAD +git push origin v0.1.1 +gh release create v0.1.1 --draft --title "v0.1.1" --notes-file CHANGELOG.md +``` + +Review the draft release notes in GitHub. Publishing the release triggers +`.github/workflows/publish.yml`, which builds the package, validates the +artifacts with `twine check`, and publishes to PyPI through Trusted Publishing. + +Use `-NoCommit -NoTag` to update files and run the checks without creating the +release commit or tag: + +```powershell +.\scripts\prepare-release.ps1 0.1.1 -NoCommit -NoTag +``` + +--- + ## How it works VisionPack is **manifest-driven** and **content-addressed**: `visionpack.yaml` diff --git a/proto/sample_envelope.proto b/proto/sample_envelope.proto new file mode 100644 index 0000000..9e432a7 --- /dev/null +++ b/proto/sample_envelope.proto @@ -0,0 +1,236 @@ +syntax = "proto3"; + +package visionpack.v1; + +import "google/protobuf/timestamp.proto"; + +option go_package = "github.com/CaioWing/visionpack/gen/go/visionpack/v1;visionpackv1"; + +// ============================================================================= +// SampleEnvelope — o ÚNICO contrato da plataforma (o "narrow waist"). +// +// Todo source adapter, seja qual for o runtime (DeepStream, ONNX Runtime, +// Triton, ROS2) ou transporte (MQTT, gRPC, UDS, arquivo), emite esta mensagem +// e NADA além dela. O core nunca enxerga especificidades de plataforma. +// +// Disciplina de versionamento (ver SPEC.md): +// - Dentro de v1: só mudanças ADITIVAS. Nunca renumere nem reutilize um +// número de campo. +// - Campo removido vai para `reserved` (número E nome). +// - Mudança que quebra compatibilidade bumpa o pacote: visionpack.v2. +// - proto3 preserva campos desconhecidos => forward-compat: um core antigo +// ingere envelopes de um adapter mais novo ignorando o que não conhece. +// ============================================================================= +message SampleEnvelope { + // Versão do schema, ex. "1.3". Redundante com a versão do pacote, mas útil + // para debug, filtro de logs e gating de capability em runtime. + string schema_version = 1; + + // Id único e estável desta amostra. UUIDv7 recomendado (ordenável por tempo). + string envelope_id = 2; + + // Quando o frame foi CAPTURADO no dispositivo (não quando foi enviado). + google.protobuf.Timestamp captured_at = 3; + + // De onde veio. + Source source = 4; + + // Qual modelo produziu as predições abaixo. + ModelRef model = 5; + + // Referências content-addressed para os pixels. Os bytes NÃO vão embutidos + // aqui — são enviados de forma preguiçosa (lazy) e endereçados por sha256. + // É isso que mantém o envelope minúsculo e deixa a nuvem decidir o que + // hidratar de verdade. + BlobRef frame = 6; + BlobRef thumbnail = 7; // opcional, preview barato para triagem + repeated BlobRef crops = 8; // opcional, recortes por objeto + + // Predições task-agnósticas. Uma amostra pode carregar várias (ex. um objeto + // por anotação). + repeated Annotation predictions = 9; + + // Embedding opcional para scoring de drift / novidade. + Embedding embedding = 10; + + // Por que o sampler on-device guardou este frame. Pode haver mais de um. + repeated Trigger triggers = 11; + + // Privacidade: que redação já foi aplicada NO DISPOSITIVO antes do upload. + Redaction redaction = 12; + + // Chave/valor namespaced para contexto específico do cliente que NÃO pertence + // ao schema do core (id de layout de loja, turno, corredor, etc.). + map attributes = 13; + + // reserved 14 to 19; // exemplo: reserve espaço, nunca reuse números removidos +} + +message Source { + string device_id = 1; // identificador estável de hardware/dispositivo + string site_id = 2; // loja / site / agrupamento de frota + string adapter = 3; // ex. "deepstream", "mqtt", "onnxruntime" + string adapter_version = 4; + string runtime = 5; // descritor livre do runtime +} + +message ModelRef { + string name = 1; + string version = 2; + string artifact_sha256 = 3; // amarra as predições a um build exato do modelo + TaskType task = 4; +} + +message BlobRef { + string sha256 = 1; // endereço de conteúdo — a CHAVE de dedup + string media_type = 2; // ex. "image/jpeg", "image/webp" + uint64 size_bytes = 3; + uint32 width = 4; + uint32 height = 5; + // Localização já conhecida (opcional); se vazio, o core resolve/faz upload. + string uri = 6; +} + +enum TaskType { + TASK_TYPE_UNSPECIFIED = 0; + TASK_TYPE_CLASSIFICATION = 1; + TASK_TYPE_DETECTION = 2; + TASK_TYPE_INSTANCE_SEGMENTATION = 3; + TASK_TYPE_SEMANTIC_SEGMENTATION = 4; + TASK_TYPE_KEYPOINTS = 5; + TASK_TYPE_OBB = 6; // oriented bounding box +} + +// Annotation é a "geometria taggeada": um label mais exatamente UMA geometria, +// selecionada pelo oneof. Adicionar um novo tipo de geometria é mudança aditiva. +message Annotation { + string label = 1; + uint32 label_index = 2; + float confidence = 3; + string track_id = 4; // opcional, para tracking multi-objeto + + oneof geometry { + Classification classification = 10; + BoundingBox bbox = 11; + OrientedBox obox = 12; + Polygon polygon = 13; + Mask mask = 14; + Keypoints keypoints = 15; + } +} + +message Classification { + // Para top-k, repita Annotation; aqui guarda o vetor de scores opcional. + repeated float scores = 1 [packed = true]; +} + +// Todas as coordenadas normalizadas em [0,1] relativas a largura/altura do +// frame — geometria independente de resolução entre câmeras heterogêneas. +message BoundingBox { + float x = 1; // canto superior esquerdo + float y = 2; + float w = 3; + float h = 4; +} + +message OrientedBox { + float cx = 1; + float cy = 2; + float w = 3; + float h = 4; + float angle_rad = 5; +} + +message Polygon { + repeated Point points = 1; +} + +message Mask { + // RLE inline (pequeno) OU um BlobRef para máscaras grandes. + oneof encoding { + string rle = 1; // RLE estilo COCO + BlobRef blob = 2; + } +} + +message Keypoints { + repeated Keypoint points = 1; +} + +message Keypoint { + float x = 1; + float y = 2; + float visibility = 3; // 0 oculto .. 1 visível + string name = 4; +} + +message Point { + float x = 1; + float y = 2; +} + +message Embedding { + repeated float vector = 1 [packed = true]; + uint32 dim = 2; + string model = 3; // qual encoder produziu + bool normalized = 4; // L2-normalizado? +} + +message Trigger { + TriggerReason reason = 1; + float score = 2; // ex. valor de incerteza, distância de drift + string detail = 3; +} + +enum TriggerReason { + TRIGGER_REASON_UNSPECIFIED = 0; + TRIGGER_REASON_LOW_CONFIDENCE = 1; + TRIGGER_REASON_HIGH_ENTROPY = 2; + TRIGGER_REASON_DRIFT = 3; // OOD vs distribuição de treino + TRIGGER_REASON_NOVELTY = 4; + TRIGGER_REASON_FAILURE_HEURISTIC = 5; // ex. obstrução, nenhuma detecção + TRIGGER_REASON_RESERVOIR = 6; // amostra aleatória de baseline + TRIGGER_REASON_MANUAL = 7; + TRIGGER_REASON_DISAGREEMENT = 8; // modelo vs sinal secundário +} + +message Redaction { + bool applied = 1; + RedactionMethod method = 2; + repeated BoundingBox regions = 3; // o que foi borrado/mascarado +} + +enum RedactionMethod { + REDACTION_METHOD_UNSPECIFIED = 0; + REDACTION_METHOD_NONE = 1; + REDACTION_METHOD_FACE_BLUR = 2; + REDACTION_METHOD_FULL_BODY_BLUR = 3; + REDACTION_METHOD_PIXELATE = 4; +} + +// ============================================================================= +// AdapterCapabilities — anunciado UMA vez quando o adapter conecta (handshake), +// NÃO por amostra. O sampler do core lê isso e seleciona a política de sampling +// mais rica que o adapter consegue sustentar, degradando com elegância quando +// um sinal não existe. +// ============================================================================= +message AdapterCapabilities { + string adapter = 1; + string adapter_version = 2; + string schema_version = 3; + + repeated TaskType supported_tasks = 4; + + bool provides_confidence = 5; + bool provides_embedding = 6; + uint32 embedding_dim = 7; + bool provides_raw_frame = 8; + bool provides_thumbnail = 9; + bool can_redact_on_device = 10; + + // Transporte que o adapter fala com o collector local. + string transport = 11; // "uds", "grpc", "mqtt", ... + + // Taxa máxima de amostras que o adapter sustenta sem backpressure. + float max_sample_rate_hz = 12; +} diff --git a/scripts/prepare-release.ps1 b/scripts/prepare-release.ps1 new file mode 100644 index 0000000..c69d80c --- /dev/null +++ b/scripts/prepare-release.ps1 @@ -0,0 +1,184 @@ +[CmdletBinding()] +param( + [Parameter(Mandatory = $true, Position = 0)] + [ValidatePattern('^\d+\.\d+\.\d+([a-zA-Z0-9.-]+)?$')] + [string]$Version, + + [switch]$SkipChecks, + [switch]$NoCommit, + [switch]$NoTag, + [switch]$DryRun +) + +$ErrorActionPreference = "Stop" + +$RepoRoot = Resolve-Path (Join-Path $PSScriptRoot "..") +Set-Location $RepoRoot + +$TagName = "v$Version" +$Today = Get-Date -Format "yyyy-MM-dd" +$PyprojectPath = Join-Path $RepoRoot "pyproject.toml" +$ChangelogPath = Join-Path $RepoRoot "CHANGELOG.md" + +function Invoke-CommandStep { + param( + [Parameter(Mandatory = $true)] + [string]$Label, + + [Parameter(Mandatory = $true)] + [string]$Command, + + [string[]]$Arguments = @() + ) + + $rendered = @($Command) + $Arguments + Write-Host "==> $Label" + Write-Host " $($rendered -join ' ')" + + if ($DryRun) { + return + } + + & $Command @Arguments + if ($LASTEXITCODE -ne 0) { + throw "Command failed: $($rendered -join ' ')" + } +} + +function Write-Utf8File { + param( + [Parameter(Mandatory = $true)] + [string]$Path, + + [Parameter(Mandatory = $true)] + [string]$Content + ) + + $encoding = [System.Text.UTF8Encoding]::new($false) + [System.IO.File]::WriteAllText($Path, $Content, $encoding) +} + +function Assert-CleanTrackedWorktree { + $status = git status --porcelain --untracked-files=no + if ($LASTEXITCODE -ne 0) { + throw "Unable to inspect git status." + } + + if ($status) { + throw "Tracked files have uncommitted changes. Commit or stash them before preparing a release." + } +} + +function Update-PyprojectVersion { + $content = Get-Content -Raw $PyprojectPath + $pattern = '(?m)^version = "([^"]+)"$' + + if ($content -notmatch $pattern) { + throw "Could not find project version in pyproject.toml." + } + + $currentVersion = $Matches[1] + if ($currentVersion -eq $Version) { + throw "pyproject.toml is already at version $Version." + } + + $regex = [regex]::new($pattern) + $updated = $regex.Replace($content, "version = `"$Version`"", 1) + + Write-Host "==> Update pyproject.toml version" + Write-Host " $currentVersion -> $Version" + + if (-not $DryRun) { + Write-Utf8File $PyprojectPath $updated + } +} + +function Update-Changelog { + if (-not (Test-Path $ChangelogPath)) { + throw "CHANGELOG.md does not exist." + } + + $content = Get-Content -Raw $ChangelogPath + if ($content -match "(?m)^## \[$([regex]::Escape($Version))\]") { + throw "CHANGELOG.md already contains a section for $Version." + } + + $pattern = '(?s)## \[Unreleased\]\r?\n(?.*?)(?=\r?\n## \[|\z)' + $match = [regex]::Match($content, $pattern) + if (-not $match.Success) { + throw "Could not find an Unreleased section in CHANGELOG.md." + } + + $body = $match.Groups["body"].Value.Trim() + if ([string]::IsNullOrWhiteSpace($body) -or $body -eq "- Nothing yet.") { + $body = "- No changes documented." + } + + $replacement = "## [Unreleased]`r`n`r`n- Nothing yet.`r`n`r`n## [$Version] - $Today`r`n`r`n$body`r`n" + $regex = [regex]::new($pattern) + $updated = $regex.Replace($content, $replacement, 1) + + Write-Host "==> Update CHANGELOG.md" + Write-Host " Move Unreleased notes to $Version" + + if (-not $DryRun) { + Write-Utf8File $ChangelogPath $updated + } +} + +function Assert-TagDoesNotExist { + git rev-parse -q --verify "refs/tags/$TagName" *> $null + if ($LASTEXITCODE -eq 0) { + throw "Tag $TagName already exists." + } +} + +function Test-BuildArtifacts { + $artifactPaths = Get-ChildItem -Path (Join-Path $RepoRoot "dist") -File -Filter "visionpack-$Version*" | + ForEach-Object { $_.FullName } + + if (-not $artifactPaths) { + throw "No dist artifacts found for version $Version." + } + + Invoke-CommandStep "Validate distribution metadata" "uvx" (@("twine", "check") + $artifactPaths) +} + +if ($NoCommit -and -not $NoTag) { + throw "Use -NoTag when using -NoCommit; otherwise the tag would not include the release changes." +} + +if (-not $DryRun) { + Assert-CleanTrackedWorktree +} +Assert-TagDoesNotExist +Update-PyprojectVersion +Update-Changelog + +if (-not $SkipChecks) { + Invoke-CommandStep "Run Ruff" "uv" @("run", "ruff", "check", ".") + Invoke-CommandStep "Run unit tests" "uv" @("run", "python", "-m", "unittest", "discover", "-s", "tests", "-q") +} + +Invoke-CommandStep "Build source distribution and wheel" "uv" @("build") + +if (-not $DryRun) { + Test-BuildArtifacts +} + +if (-not $NoCommit) { + Invoke-CommandStep "Stage release files" "git" @("add", "pyproject.toml", "CHANGELOG.md") + Invoke-CommandStep "Create release commit" "git" @("commit", "-m", "Release $TagName") +} + +if (-not $NoTag) { + Invoke-CommandStep "Create release tag" "git" @("tag", $TagName) +} + +Write-Host "" +Write-Host "Release $TagName is prepared." +Write-Host "Next steps:" +Write-Host " git push origin HEAD" +Write-Host " git push origin $TagName" +Write-Host " gh release create $TagName --draft --title `"$TagName`" --notes-file CHANGELOG.md" +Write-Host " Publish the GitHub Release when ready; the publish workflow will upload to PyPI." From adc18d2464b1a8af99a263bb35197424637fea8e Mon Sep 17 00:00:00 2001 From: CaioWing Date: Mon, 15 Jun 2026 19:00:15 -0300 Subject: [PATCH 2/8] Release v0.0.1 --- CHANGELOG.md | 4 ++++ pyproject.toml | 2 +- 2 files changed, 5 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 73d9066..4a1fa83 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -6,6 +6,10 @@ All notable changes to VisionPack are tracked here. - Nothing yet. +## [0.0.1] - 2026-06-15 + +- No changes documented. + ## [0.1.0] - 2026-06-04 - Initial PyPI-ready package metadata, CLI entry points, build workflow, and release publishing workflow. diff --git a/pyproject.toml b/pyproject.toml index 293a258..93a1b16 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "visionpack" -version = "0.1.0" +version = "0.0.1" description = "DatasetOps for computer vision datasets" readme = "README.md" requires-python = ">=3.11" From 28da31ec8f5f3e562fe64b95e3c78ff263025f12 Mon Sep 17 00:00:00 2001 From: CaioWing Date: Tue, 16 Jun 2026 00:06:12 -0300 Subject: [PATCH 3/8] feat: Enhance SQLite index with blob caching and probing - Added a new `blob_cache` table to the SQLite index for caching blob metadata. - Implemented methods to manage blob probes, including `put_blob_probe`, `prime_blob_cache`, and `cached_blob_probe`. - Updated `SqliteIndex` to handle dirty blob cache entries and persist them efficiently. - Modified `SourceSyncer` to utilize blob caching during image processing, reducing redundant reads. - Introduced `ObjectStat` class for encapsulating object metadata without reading the body. - Enhanced `FsspecResolver` to support efficient metadata retrieval for remote objects. - Added `relpath` method in `ObjectStore` to facilitate path reconstruction from cached hashes. --- pyproject.toml | 12 +- tests/test_cloud_resolver.py | 201 ++++ uv.lock | 1499 +++++++++++++++++++++++++++- visionpack/index/sqlite_index.py | 79 +- visionpack/sources/importer.py | 130 ++- visionpack/sources/resolver.py | 129 ++- visionpack/storage/object_store.py | 7 + 7 files changed, 2021 insertions(+), 36 deletions(-) create mode 100644 tests/test_cloud_resolver.py diff --git a/pyproject.toml b/pyproject.toml index 93a1b16..4783860 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -42,6 +42,14 @@ dependencies = [ "zstandard>=0.25.0", ] +[project.optional-dependencies] +# Cloud source/sink backends. Each pulls fsspec plus the provider filesystem; +# the core never imports these — `get_resolver` only reaches for them when a +# remote URI scheme is used. See docs/SPEC-cloud-sync.md. +s3 = ["fsspec>=2024.6.0", "s3fs>=2024.6.0"] +gcs = ["fsspec>=2024.6.0", "gcsfs>=2024.6.0"] +azure = ["fsspec>=2024.6.0", "adlfs>=2024.6.0"] + [project.urls] Homepage = "https://github.com/CaioWing/VisionPack" Repository = "https://github.com/CaioWing/VisionPack" @@ -52,7 +60,9 @@ vp = "visionpack.cli.main:main" visionpack = "visionpack.cli.main:main" [dependency-groups] -dev = ["ruff>=0.6"] +# fsspec (core only — no provider libs needed) gives the in-memory filesystem the +# FsspecResolver tests run against, so cloud-path coverage needs no network. +dev = ["ruff>=0.6", "fsspec>=2024.6.0"] [build-system] requires = ["setuptools>=77", "wheel"] diff --git a/tests/test_cloud_resolver.py b/tests/test_cloud_resolver.py new file mode 100644 index 0000000..42f0b49 --- /dev/null +++ b/tests/test_cloud_resolver.py @@ -0,0 +1,201 @@ +from __future__ import annotations + +import tempfile +import unittest +from pathlib import Path + +import fsspec +from PIL import Image + +from visionpack.core.project import Project +from visionpack.sources import sync_sources +from visionpack.sources.resolver import FsspecResolver, LocalResolver, get_resolver + + +def _png_bytes(seed: int) -> bytes: + import io + + buffer = io.BytesIO() + Image.new("RGB", (40, 40), (seed * 7 % 256, seed * 13 % 256, seed * 29 % 256)).save(buffer, format="PNG") + return buffer.getvalue() + + +def _png(path: Path, seed: int) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + path.write_bytes(_png_bytes(seed)) + + +def _label(path: Path, class_index: int) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + path.write_text(f"{class_index} 0.5 0.5 0.4 0.4\n", encoding="utf-8") + + +class FsspecResolverTest(unittest.TestCase): + """Exercises the cloud resolver against fsspec's in-memory filesystem, so the + cloud code path is covered with no network and no provider library.""" + + def setUp(self) -> None: + self.fs = fsspec.filesystem("memory") + # A clean tree per test: memory:// is process-global. + for path in self.fs.find("/imgs"): + self.fs.rm(path) + self.fs.pipe("/imgs/a.png", _png_bytes(1)) + self.fs.pipe("/imgs/sub/b.jpg", _png_bytes(2)) + + def test_list_files_returns_round_trippable_uris(self) -> None: + resolver = FsspecResolver("memory") + refs = resolver.list_files("memory://imgs", {".png", ".jpg"}) + self.assertEqual({ref.relkey for ref in refs}, {"a", "sub/b"}) + # The uri each ref carries must read back the same bytes. + for ref in refs: + self.assertEqual(resolver.read_bytes(ref.uri), self.fs.cat_file(ref.uri.split("://", 1)[1])) + + def test_suffix_filter(self) -> None: + resolver = FsspecResolver("memory") + refs = resolver.list_files("memory://imgs", {".png"}) + self.assertEqual({ref.suffix for ref in refs}, {".png"}) + + def test_stat_reports_size_without_reading_body(self) -> None: + resolver = FsspecResolver("memory") + stat = resolver.stat("memory://imgs/a.png") + self.assertEqual(stat.size, len(_png_bytes(1))) + + def test_list_files_carries_stat_from_a_single_listing(self) -> None: + # The listing must already carry size + a change-detector, so a sync + # never needs a per-object HEAD afterwards. + resolver = FsspecResolver("memory") + refs = resolver.list_files("memory://imgs", {".png", ".jpg"}) + self.assertTrue(refs) + for ref in refs: + self.assertIsNotNone(ref.stat) + self.assertGreater(ref.stat.size, 0) + + def test_storage_options_are_forwarded_to_fsspec(self) -> None: + # Credentials/region from the YAML must reach the provider filesystem. + import fsspec.core + + captured: dict = {} + original = fsspec.core.url_to_fs + + def spy(uri: str, **kwargs): # type: ignore[no-untyped-def] + captured.update(kwargs) + return original(uri) + + fsspec.core.url_to_fs = spy # type: ignore[assignment] + try: + FsspecResolver("memory", {"key": "AKIA", "secret": "shh"}).stat("memory://imgs/a.png") + finally: + fsspec.core.url_to_fs = original # type: ignore[assignment] + self.assertEqual(captured, {"key": "AKIA", "secret": "shh"}) + + def test_get_resolver_unsupported_scheme_is_clear(self) -> None: + with self.assertRaises(Exception) as ctx: + get_resolver("ftp://nope/x") + self.assertIn("Unsupported source scheme", str(ctx.exception)) + + +class LocalStatTest(unittest.TestCase): + def test_local_stat_has_size_and_etag(self) -> None: + with tempfile.TemporaryDirectory() as tmp: + path = Path(tmp) / "a.png" + _png(path, 1) + stat = LocalResolver().stat(path.as_posix()) + self.assertEqual(stat.size, path.stat().st_size) + self.assertIsNotNone(stat.etag) + + +class ResyncCacheTest(unittest.TestCase): + def test_unchanged_resync_skips_body_read(self) -> None: + with tempfile.TemporaryDirectory() as tmp: + root = Path(tmp) + Project.init(root, name="cache") + imgs, lbls = root / "imgs", root / "lbls" + _png(imgs / "a.png", 1) + _label(lbls / "a.txt", 0) + (lbls / "classes.txt").write_text("cat\n", encoding="utf-8") + sources = [{"name": "s1", "images": imgs.as_posix(), "labels": lbls.as_posix()}] + + project = Project.open(root) + project.manifest.sources = sources + project.save_manifest() + sync_sources(Project.open(root)) + + # Second sync: count how many image bodies are read. With the cache + # warm and the object unchanged, the image must not be re-read. + project = Project.open(root) + reads: list[str] = [] + original = LocalResolver.read_bytes + + def counting_read(self: LocalResolver, uri: str) -> bytes: + if uri.endswith(".png"): + reads.append(uri) + return original(self, uri) + + LocalResolver.read_bytes = counting_read # type: ignore[method-assign] + try: + summary = sync_sources(project)[0] + finally: + LocalResolver.read_bytes = original # type: ignore[method-assign] + + self.assertEqual(summary.assets_added, 0) + self.assertEqual(summary.assets_existing, 1) + self.assertEqual(reads, [], "unchanged image was re-read despite a warm cache") + + def test_reference_mode_resync_also_skips_body_read(self) -> None: + # `reference` stores no CAS copy, but its probe is still cacheable: an + # unchanged re-sync must not re-hash the cheapest storage mode. + with tempfile.TemporaryDirectory() as tmp: + root = Path(tmp) + Project.init(root, name="ref") + imgs, lbls = root / "imgs", root / "lbls" + _png(imgs / "a.png", 1) + _label(lbls / "a.txt", 0) + (lbls / "classes.txt").write_text("cat\n", encoding="utf-8") + sources = [{"name": "s1", "images": imgs.as_posix(), "labels": lbls.as_posix(), "copy": "reference"}] + + project = Project.open(root) + project.manifest.sources = sources + project.save_manifest() + sync_sources(Project.open(root)) + + project = Project.open(root) + reads: list[str] = [] + original = LocalResolver.read_bytes + + def counting_read(self: LocalResolver, uri: str) -> bytes: + if uri.endswith(".png"): + reads.append(uri) + return original(self, uri) + + LocalResolver.read_bytes = counting_read # type: ignore[method-assign] + try: + summary = sync_sources(project)[0] + finally: + LocalResolver.read_bytes = original # type: ignore[method-assign] + + self.assertEqual(summary.assets_existing, 1) + self.assertEqual(reads, [], "reference re-sync re-read an unchanged image") + + def test_changed_file_is_reread(self) -> None: + with tempfile.TemporaryDirectory() as tmp: + root = Path(tmp) + Project.init(root, name="cache") + imgs, lbls = root / "imgs", root / "lbls" + _png(imgs / "a.png", 1) + _label(lbls / "a.txt", 0) + (lbls / "classes.txt").write_text("cat\n", encoding="utf-8") + sources = [{"name": "s1", "images": imgs.as_posix(), "labels": lbls.as_posix()}] + project = Project.open(root) + project.manifest.sources = sources + project.save_manifest() + sync_sources(Project.open(root)) + + # Overwrite with different content (new size + mtime) → must re-read + # and produce a new asset. + _png(imgs / "a.png", 9) + summary = sync_sources(Project.open(root))[0] + self.assertEqual(summary.assets_added, 1) + + +if __name__ == "__main__": + unittest.main() diff --git a/uv.lock b/uv.lock index b094aab..4e8ac01 100644 --- a/uv.lock +++ b/uv.lock @@ -1,6 +1,193 @@ version = 1 revision = 3 requires-python = ">=3.11" +resolution-markers = [ + "python_full_version >= '3.14'", + "python_full_version == '3.13.*'", + 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Collection, Iterator from contextlib import closing from pathlib import Path from typing import Any @@ -17,8 +17,23 @@ CREATE TABLE IF NOT EXISTS splits (id TEXT PRIMARY KEY, data BLOB NOT NULL); CREATE TABLE IF NOT EXISTS imports (seq INTEGER PRIMARY KEY AUTOINCREMENT, data BLOB NOT NULL); CREATE TABLE IF NOT EXISTS metadata (key TEXT PRIMARY KEY, data BLOB NOT NULL); +CREATE TABLE IF NOT EXISTS blob_cache ( + uri TEXT PRIMARY KEY, + etag TEXT, + size INTEGER NOT NULL, + sha256 TEXT NOT NULL, + width INTEGER, + height INTEGER, + channels INTEGER, + format TEXT, + phash TEXT +); """ +# Columns of blob_cache after the (uri, etag, size) key — the cached probe a +# re-sync replays instead of re-reading an unchanged object. +_PROBE_COLUMNS = ("sha256", "width", "height", "channels", "format", "phash") + class SqliteIndex: """SQLite-backed local index. @@ -55,6 +70,13 @@ def __init__(self, root: Path, db_path: Path | None = None) -> None: self._dirty_splits: dict[str, Split] = {} self._dirty_metadata: dict[str, Any] = {} self._new_imports: list[dict[str, Any]] = [] + # uri -> (etag, size, probe-dict); buffered so a hit is visible within the + # same session before save() flushes it. + self._dirty_blob_cache: dict[str, tuple[str | None, int, dict[str, Any]]] = {} + # Read cache for the probes a sync may replay, loaded in one query by + # prime_blob_cache() so the per-object lookup never opens a connection + # (it runs inside the sync's worker threads). + self._blob_cache: dict[str, tuple[str | None, int, dict[str, Any]]] = {} self._ensure_schema() if self._is_live: self._migrate_legacy_if_needed() @@ -87,6 +109,7 @@ def save(self) -> None: or self._dirty_splits or self._dirty_metadata or self._new_imports + or self._dirty_blob_cache ): return with closing(self._connect()) as conn: @@ -115,12 +138,22 @@ def save(self) -> None: "INSERT OR REPLACE INTO metadata(key, data) VALUES (?, ?)", [(key, orjson.dumps(value)) for key, value in self._dirty_metadata.items()], ) + if self._dirty_blob_cache: + conn.executemany( + "INSERT OR REPLACE INTO blob_cache(uri, etag, size, sha256, width, height, channels, format, phash) " + "VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?)", + [ + (uri, etag, size, *(probe.get(col) for col in _PROBE_COLUMNS)) + for uri, (etag, size, probe) in self._dirty_blob_cache.items() + ], + ) conn.commit() self._dirty_assets.clear() self._dirty_annotations.clear() self._dirty_splits.clear() self._dirty_metadata.clear() self._new_imports.clear() + self._dirty_blob_cache.clear() # -- writes --------------------------------------------------------------- @@ -144,6 +177,50 @@ def upsert_split(self, split: Split) -> None: def add_import_record(self, record: dict[str, Any]) -> None: self._new_imports.append(record) + def put_blob_probe(self, uri: str, etag: str | None, size: int, probe: dict[str, Any]) -> None: + """Remember the probe of ``uri`` so an unchanged re-sync can skip reading it.""" + self._dirty_blob_cache[uri] = (etag, size, probe) + + def prime_blob_cache(self, uris: Collection[str]) -> None: + """Load the cached probes for ``uris`` into memory in a single query. + + Called once at the start of a sync so the per-object lookup in + :meth:`cached_blob_probe` — which runs inside worker threads — is a plain + dict read, never a fresh SQLite connection per image. Scoping to the URIs + actually being synced keeps the working set bounded on huge stores. + """ + self._blob_cache = {} + uri_list = list(uris) + if not uri_list: + return + cols = ", ".join(_PROBE_COLUMNS) + with closing(self._connect()) as conn: + # Chunked to stay under SQLite's variable limit (default 999). + for start in range(0, len(uri_list), 900): + chunk = uri_list[start : start + 900] + placeholders = ",".join("?" * len(chunk)) + rows = conn.execute( + f"SELECT uri, etag, size, {cols} FROM blob_cache WHERE uri IN ({placeholders})", chunk + ).fetchall() + for row in rows: + self._blob_cache[row[0]] = (row[1], row[2], dict(zip(_PROBE_COLUMNS, row[3:], strict=True))) + + def cached_blob_probe(self, uri: str, etag: str | None, size: int) -> dict[str, Any] | None: + """The cached probe for ``uri`` iff it is provably unchanged. + + Validity needs a real validator: same ``etag`` (never None) **and** same + ``size``. Without an etag we treat the object as changed and re-read it — + size alone is too weak to trust (docs/SPEC-cloud-sync.md). Reads only the + in-memory buffers; call :meth:`prime_blob_cache` once beforehand. + """ + if etag is None: + return None + hit = self._dirty_blob_cache.get(uri) or self._blob_cache.get(uri) + if hit is None: + return None + cached_etag, cached_size, probe = hit + return probe if cached_etag == etag and cached_size == size else None + def set_orphan_labels(self, paths: list[str]) -> None: value = [str(item) for item in paths] self._dirty_metadata["orphan_labels"] = value diff --git a/visionpack/sources/importer.py b/visionpack/sources/importer.py index 0c931a1..2ec06ab 100644 --- a/visionpack/sources/importer.py +++ b/visionpack/sources/importer.py @@ -5,6 +5,7 @@ from contextlib import AbstractContextManager from dataclasses import dataclass, field from pathlib import Path +from typing import Any from visionpack.core.errors import VisionPackError from visionpack.core.models import Annotation, Asset, utc_now @@ -21,6 +22,10 @@ _LABEL_SUFFIXES = {".txt"} _CLASS_FILES = ("classes.txt", "obj.names") +# Fields persisted in the blob cache and replayed on an unchanged re-sync. +_PROBE_KEYS = ("sha256", "width", "height", "channels", "format", "phash") +# (uri, etag, size, probe) to hand to index.put_blob_probe — produced on a miss. +_CacheWrite = tuple[str, "str | None", int, dict] @dataclass(slots=True) @@ -66,13 +71,34 @@ def __init__(self, project: Project, source: Source) -> None: # root (not the cwd) so `vp sync` works from any directory. self.source = _rebase_source(source, project.root) + # -- resolvers ------------------------------------------------------------ + + def _resolver(self, loc: Location) -> Resolver: + """A resolver for ``loc``, wired with this source's credentials/region. + + All resolver access goes through here so cloud auth declared in the YAML + actually reaches the provider filesystem (the schema promises it). + """ + return get_resolver(loc.resolved_uri(), self._storage_options(loc)) + + def _storage_options(self, loc: Location) -> dict[str, Any]: + # Source-level credentials are the base; per-location ones override. The + # dict is forwarded verbatim to fsspec, so users have full control over + # provider-specific keys; `region` is mapped to the one spot S3 reads it. + options: dict[str, Any] = {**self.source.credentials, **loc.credentials} + if loc.region and scheme_of(loc.resolved_uri()) == "s3": + client_kwargs = dict(options.get("client_kwargs", {})) + client_kwargs.setdefault("region_name", loc.region) + options["client_kwargs"] = client_kwargs + return options + # -- public --------------------------------------------------------------- def plan(self) -> SourcePlan: if self.source.format == "imagefolder": return self._plan_imagefolder() images_loc, labels_loc = self._locations() - image_res = get_resolver(images_loc.resolved_uri()) + image_res = self._resolver(images_loc) images = image_res.list_files(images_loc.resolved_uri(), IMAGE_EXTENSIONS) plan = SourcePlan( name=self.source.name, @@ -107,7 +133,7 @@ def _plan_yolo(self, plan: SourcePlan, images: list[FileRef], labels_loc: Locati def _run_yolo(self, progress: ProgressCallback | None = None) -> SourceSyncSummary: images_loc, labels_loc = self._locations() - image_res = get_resolver(images_loc.resolved_uri()) + image_res = self._resolver(images_loc) images = image_res.list_files(images_loc.resolved_uri(), IMAGE_EXTENSIONS) labels, label_res = self._list_labels(labels_loc) @@ -124,12 +150,17 @@ def _run_yolo(self, progress: ProgressCallback | None = None) -> SourceSyncSumma labels_without_image=len(result.labels_without_image), ) existing_ids = {asset.id for asset in self.project.index.assets()} + # Load every cached probe for this run's images in one query, so the + # per-image lookup in the threads below never opens a connection. + self.project.index.prime_blob_cache([image.uri for image, _ in result.pairs]) # Reading bytes, hashing, probing, perceptual-hashing and storing are # per-image and I/O-bound, so fan them out across threads (matching # YoloImporter). Index mutation stays on this thread; pool.map preserves # input order, so the result is deterministic regardless of scheduling. - def process(pair: tuple[FileRef, FileRef | None]) -> tuple[Asset, Annotation | None, int] | IngestFailure: + def process( + pair: tuple[FileRef, FileRef | None], + ) -> tuple[Asset, Annotation | None, int, _CacheWrite | None] | IngestFailure: image_ref, label_ref = pair try: label_text = label_res.read_bytes(label_ref.uri).decode("utf-8") if label_ref else None @@ -144,7 +175,10 @@ def process(pair: tuple[FileRef, FileRef | None]) -> tuple[Asset, Annotation | N if isinstance(outcome, IngestFailure): summary.failures.append(outcome) else: - asset, annotation, object_count = outcome + asset, annotation, object_count, cache_write = outcome + # Cache writes mutate the index, so they stay on this thread. + if cache_write is not None: + self.project.index.put_blob_probe(*cache_write) self.project.index.upsert_asset(asset) if asset.id in existing_ids: summary.assets_existing += 1 @@ -168,25 +202,23 @@ def _ingest( label_text: str | None, label_origin: str | None, index_to_class_id: dict[int, str], - ) -> tuple[Asset, Annotation | None, int]: - data = image_res.read_bytes(image_ref.uri) - digest = sha256_bytes(data) - width, height, channels, image_format = image_info_from_bytes(data, Path(image_ref.uri)) + ) -> tuple[Asset, Annotation | None, int, _CacheWrite | None]: + probe, cache_write = self._resolve_blob(image_ref, image_res) + digest = probe["sha256"] + width, height = probe["width"], probe["height"] asset_id = f"asset_{digest[:16]}" - local = image_res.local_path(image_ref.uri) or Path(image_ref.uri) - stored_path = self.project.object_store.store(local, digest, self.source.copy, data=data) asset = Asset( id=asset_id, sha256=digest, media_type="image", - path=stored_path, + path=probe["stored_path"], original_path=image_ref.uri, width=width, height=height, - channels=channels, - format=image_format, - size_bytes=len(data), - phash=dhash_bytes(data), + channels=probe["channels"], + format=probe["format"], + size_bytes=probe["size_bytes"], + phash=probe["phash"], source=self.source.name, ) @@ -203,7 +235,55 @@ def _ingest( objects=objects, source={"type": "sync", "format": "yolo", "source": self.source.name, "path": label_origin, "imported_at": utc_now()}, ) - return asset, annotation, object_count + return asset, annotation, object_count, cache_write + + def _resolve_blob(self, image_ref: FileRef, image_res: Resolver) -> tuple[dict, _CacheWrite | None]: + """Probe an image, skipping the body read when it is provably unchanged. + + Returns the fields needed to build the ``Asset`` plus, on a cache *miss*, + the tuple to persist so the next sync can skip it. The stat comes from the + listing (``FileRef.stat``) — no per-object metadata round-trip — falling + back to a single ``stat`` call only if the backend didn't carry it. + """ + stat = image_ref.stat or image_res.stat(image_ref.uri) + cached = self.project.index.cached_blob_probe(image_ref.uri, stat.etag, stat.size) + if cached is not None: + stored_path = self._reuse_stored(cached["sha256"], image_ref, image_res) + if stored_path is not None: + full = dict(cached, size_bytes=stat.size, stored_path=stored_path) + return full, None + + data = image_res.read_bytes(image_ref.uri) + digest = sha256_bytes(data) + width, height, channels, image_format = image_info_from_bytes(data, Path(image_ref.uri)) + local = image_res.local_path(image_ref.uri) or Path(image_ref.uri) + stored_path = self.project.object_store.store(local, digest, self.source.copy, data=data) + full = { + "sha256": digest, + "width": width, + "height": height, + "channels": channels, + "format": image_format, + "phash": dhash_bytes(data), + "size_bytes": len(data), + "stored_path": stored_path, + } + cache_probe = {key: full[key] for key in _PROBE_KEYS} + return full, (image_ref.uri, stat.etag, stat.size, cache_probe) + + def _reuse_stored(self, sha256: str, image_ref: FileRef, image_res: Resolver) -> str | None: + """The asset ``path`` to reuse on a cache hit, or ``None`` if it's gone. + + A cached probe is only usable if the bytes it points at still exist. For + CAS modes that means the object is still in the store; for ``reference`` + the path is the source itself, reusable while it still resolves locally. + """ + if self.source.copy == "reference": + local = image_res.local_path(image_ref.uri) + return str(local.resolve()) if local is not None else None + if self.project.object_store.object_path(sha256).exists(): + return self.project.object_store.relpath(sha256) + return None def _yolo_class_names( self, @@ -220,7 +300,7 @@ def _yolo_class_names( for loc in (self.source.root, images_loc, labels_loc): if loc is None: continue - found = self._class_names_from_file(loc, get_resolver(loc.resolved_uri())) + found = self._class_names_from_file(loc, self._resolver(loc)) if found: names = found break @@ -232,7 +312,7 @@ def _explicit_class_names(self) -> list[str]: if self.source.classes is None: return [] loc = self.source.classes - res = get_resolver(loc.resolved_uri()) + res = self._resolver(loc) text = res.read_bytes(loc.resolved_uri()).decode("utf-8") return [line.strip() for line in text.splitlines() if line.strip()] @@ -254,7 +334,7 @@ def _plan_coco(self, plan: SourcePlan, images: list[FileRef], image_res: Resolve if labels_loc is None: raise VisionPackError(f"COCO source {self.source.name!r} must declare 'labels' (the instances JSON).") - label_res = get_resolver(labels_loc.resolved_uri()) + label_res = self._resolver(labels_loc) document = json.loads(label_res.read_bytes(labels_loc.resolved_uri()).decode("utf-8")) file_names = {str(record.get("file_name")) for record in document.get("images", [])} present = {ref.uri.rsplit("/", 1)[-1].rsplit("\\", 1)[-1] for ref in images} @@ -271,8 +351,8 @@ def _run_coco(self, progress: ProgressCallback | None = None) -> SourceSyncSumma images_loc, labels_loc = self._locations() if labels_loc is None: raise VisionPackError(f"COCO source {self.source.name!r} must declare 'labels' (the instances JSON).") - image_res = get_resolver(images_loc.resolved_uri()) - label_res = get_resolver(labels_loc.resolved_uri()) + image_res = self._resolver(images_loc) + label_res = self._resolver(labels_loc) images_path = image_res.local_path(images_loc.resolved_uri()) labels_path = label_res.local_path(labels_loc.resolved_uri()) if images_path is None or labels_path is None: @@ -305,7 +385,7 @@ def _imagefolder_root(self) -> Location: def _plan_imagefolder(self) -> SourcePlan: root = self._imagefolder_root() - resolver = get_resolver(root.resolved_uri()) + resolver = self._resolver(root) images = resolver.list_files(root.resolved_uri(), IMAGE_EXTENSIONS) # The class is the first path segment under the root. class_names = sorted({ref.relkey.split("/")[0] for ref in images if "/" in ref.relkey}) @@ -324,7 +404,7 @@ def _run_imagefolder(self, progress: ProgressCallback | None = None) -> SourceSy from visionpack.formats.classification import ImageFolderImporter root = self._imagefolder_root() - resolver = get_resolver(root.resolved_uri()) + resolver = self._resolver(root) root_path = resolver.local_path(root.resolved_uri()) if root_path is None: raise VisionPackError( @@ -378,7 +458,7 @@ def _under_root(self, subdir: str) -> Location | None: return None candidate = self.source.root.child(subdir) try: - resolver = get_resolver(candidate.resolved_uri()) + resolver = self._resolver(candidate) if resolver.exists(candidate.resolved_uri()): return candidate except VisionPackError: @@ -388,7 +468,7 @@ def _under_root(self, subdir: str) -> Location | None: def _list_labels(self, labels_loc: Location | None) -> tuple[list[FileRef], Resolver | None]: if labels_loc is None: return [], None - resolver = get_resolver(labels_loc.resolved_uri()) + resolver = self._resolver(labels_loc) labels = [ ref for ref in resolver.list_files(labels_loc.resolved_uri(), _LABEL_SUFFIXES) diff --git a/visionpack/sources/resolver.py b/visionpack/sources/resolver.py index b219a68..b950560 100644 --- a/visionpack/sources/resolver.py +++ b/visionpack/sources/resolver.py @@ -3,12 +3,28 @@ from abc import ABC, abstractmethod from dataclasses import dataclass from pathlib import Path +from typing import Any from urllib.parse import unquote, urlparse from urllib.request import url2pathname from visionpack.core.errors import VisionPackError +@dataclass(slots=True) +class ObjectStat: + """Metadata of one object, obtained without reading its body. + + ``etag`` is a *per-key change detector* — same URI + same etag means the + bytes are unchanged — and is **never** compared across different URIs to + decide identity (see docs/SPEC-cloud-sync.md). It is ``None`` when the + backend exposes no usable validator; callers must then treat the object as + changed (re-read) rather than trust it. + """ + + size: int + etag: str | None = None + + @dataclass(slots=True) class FileRef: """A file discovered under a source location. @@ -16,13 +32,17 @@ class FileRef: ``relkey`` is the path relative to the listed root with the extension stripped (posix-normalized); it is what the ``relpath`` join matches on. ``stem`` is just the final component without extension, for ``stem`` joins. - ``uri`` round-trips back to :meth:`Resolver.read_bytes`. + ``uri`` round-trips back to :meth:`Resolver.read_bytes`. ``stat`` carries the + size + change-detector captured in the **same listing**, so a sync never + needs a per-object metadata round-trip (``None`` only for backends that + can't list it cheaply; callers fall back to :meth:`Resolver.stat`). """ uri: str relkey: str stem: str suffix: str + stat: ObjectStat | None = None class Resolver(ABC): @@ -39,6 +59,14 @@ def exists(self, uri: str) -> bool: ... @abstractmethod def list_files(self, uri: str, suffixes: set[str] | None = None) -> list[FileRef]: ... + @abstractmethod + def stat(self, uri: str) -> ObjectStat: + """Size and a change-detector for ``uri``, without reading the body. + + Lets ``sync`` decide whether an object is unchanged since last time and + skip re-reading it entirely. + """ + @abstractmethod def read_bytes(self, uri: str) -> bytes: ... @@ -71,16 +99,26 @@ def list_files(self, uri: str, suffixes: set[str] | None = None) -> list[FileRef if suffixes is not None and suffix not in suffixes: continue rel = path.relative_to(base) + info = path.stat() refs.append( FileRef( uri=str(path), relkey=rel.with_suffix("").as_posix(), stem=path.stem, suffix=suffix, + stat=ObjectStat(size=info.st_size, etag=str(info.st_mtime_ns)), ) ) return refs + def stat(self, uri: str) -> ObjectStat: + info = self._path(uri).stat() + # mtime_ns is the local equivalent of an etag: a cheap per-path validator + # that changes whenever the file is rewritten. Like rsync/git's mtime+size + # heuristic it can miss a rewrite that preserves both — the sha256 remains + # the real identity; this only gates whether we bother re-reading. + return ObjectStat(size=info.st_size, etag=str(info.st_mtime_ns)) + def read_bytes(self, uri: str) -> bytes: return self._path(uri).read_bytes() @@ -95,6 +133,79 @@ def _path(uri: str) -> Path: return Path(uri) +class FsspecResolver(Resolver): + """One resolver for every fsspec-backed scheme (s3, gcs, az, ...). + + The provider library (``s3fs``/``gcsfs``/``adlfs``) is an optional extra; it + is imported lazily by :func:`get_resolver`, never by the core. Filesystem + instances are cached by fsspec itself, so resolving per call is cheap. + """ + + def __init__(self, scheme: str, storage_options: dict[str, Any] | None = None) -> None: + self._scheme = scheme + # Credentials/region from the source declaration (see schema.Location), + # forwarded to the provider filesystem constructor. Empty for ambient + # (env/instance-role) auth, which stays the default. + self._storage_options = storage_options or {} + + def _fs_and_path(self, uri: str): + import fsspec + + return fsspec.core.url_to_fs(uri, **self._storage_options) + + def _to_uri(self, path: str) -> str: + # fsspec strips the protocol from listed paths; restore it so the URI + # round-trips back through url_to_fs in read_bytes/stat. + return path if "://" in path else f"{self._scheme}://{path}" + + @staticmethod + def _stat_from_info(info: dict[str, Any]) -> ObjectStat: + size = int(info.get("size") or info.get("Size") or 0) + # Providers spell the validator differently; none is required. + etag = info.get("ETag") or info.get("etag") or info.get("md5Hash") or info.get("crc32c") + if etag is not None: + etag = str(etag).strip('"') + return ObjectStat(size=size, etag=etag) + + def exists(self, uri: str) -> bool: + fs, path = self._fs_and_path(uri) + return bool(fs.exists(path)) + + def list_files(self, uri: str, suffixes: set[str] | None = None) -> list[FileRef]: + fs, root = self._fs_and_path(uri) + if not fs.exists(root): + raise VisionPackError(f"Source location does not exist: {uri}") + base = root.rstrip("/") + refs: list[FileRef] = [] + # detail=True returns size + etag in the same paginated LIST, so a sync + # needs no per-object HEAD (the metadata-only listing the spec promises). + for path, info in sorted(fs.find(root, detail=True).items()): + name = path.rsplit("/", 1)[-1] + suffix = "." + name.rsplit(".", 1)[-1].lower() if "." in name else "" + if suffixes is not None and suffix not in suffixes: + continue + rel = path[len(base) :].lstrip("/") if path.startswith(base) else name + stem = rel.rsplit("/", 1)[-1] + stem = stem[: -len(suffix)] if suffix else stem + relkey = rel[: -len(suffix)] if suffix else rel + refs.append( + FileRef(uri=self._to_uri(path), relkey=relkey, stem=stem, suffix=suffix, stat=self._stat_from_info(info)) + ) + return refs + + def stat(self, uri: str) -> ObjectStat: + fs, path = self._fs_and_path(uri) + return self._stat_from_info(fs.info(path)) + + def read_bytes(self, uri: str) -> bytes: + fs, path = self._fs_and_path(uri) + return fs.cat_file(path) + + def local_path(self, uri: str) -> Path | None: + # Remote objects have no local path; ingest works from in-memory bytes. + return None + + def scheme_of(uri: str) -> str: """The URI scheme, or "" for a local path. @@ -112,14 +223,18 @@ def scheme_of(uri: str) -> str: _REMOTE_EXTRAS = {"s3": "s3", "gs": "gcs", "gcs": "gcs", "az": "azure", "abfs": "azure", "git": "git"} -def get_resolver(uri: str) -> Resolver: +def get_resolver(uri: str, storage_options: dict[str, Any] | None = None) -> Resolver: scheme = scheme_of(uri) if scheme in ("", "file"): return LocalResolver() extra = _REMOTE_EXTRAS.get(scheme) - if extra: + if extra is None: + raise VisionPackError(f"Unsupported source scheme {scheme!r} in URI: {uri}") + try: + import fsspec # noqa: F401 + except ModuleNotFoundError as exc: raise VisionPackError( - f"Source scheme {scheme!r} is not available yet (planned via fsspec). " - f"Once enabled, install it with: pip install 'visionpack[{extra}]'." - ) - raise VisionPackError(f"Unsupported source scheme {scheme!r} in URI: {uri}") + f"Source scheme {scheme!r} needs the optional backend. " + f"Install it with: pip install 'visionpack[{extra}]'." + ) from exc + return FsspecResolver(scheme, storage_options) diff --git a/visionpack/storage/object_store.py b/visionpack/storage/object_store.py index 89186c3..6adee5d 100644 --- a/visionpack/storage/object_store.py +++ b/visionpack/storage/object_store.py @@ -16,6 +16,13 @@ def __init__(self, root: Path) -> None: def object_path(self, sha256: str) -> Path: return self.objects_root / sha256[:2] / sha256[2:4] / sha256 + def relpath(self, sha256: str) -> str: + """The stored path a CAS-backed `store` would return for this hash. + + Lets a cache hit rebuild an asset's `path` without re-reading the body. + """ + return str(self.object_path(sha256).relative_to(self.root)) + def store(self, source: Path, sha256: str, mode: CopyMode = "ingest", data: bytes | None = None) -> str: if mode == "reference": return str(source.resolve()) From 1fc952d793bb9a9e1ef56f965bda72635b26d507 Mon Sep 17 00:00:00 2001 From: CaioWing Date: Tue, 16 Jun 2026 00:26:30 -0300 Subject: [PATCH 4/8] feat: Implement cloud target for server-side content-addressed object storage --- tests/test_cloud_target.py | 140 +++++++++++++++++++++++++++++++++ visionpack/core/manifest.py | 13 +++ visionpack/core/models.py | 19 +++++ visionpack/sources/importer.py | 85 +++++++++++++++----- visionpack/sources/resolver.py | 46 +++++++++-- visionpack/sources/target.py | 34 ++++++++ 6 files changed, 311 insertions(+), 26 deletions(-) create mode 100644 tests/test_cloud_target.py create mode 100644 visionpack/sources/target.py diff --git a/tests/test_cloud_target.py b/tests/test_cloud_target.py new file mode 100644 index 0000000..6e1028d --- /dev/null +++ b/tests/test_cloud_target.py @@ -0,0 +1,140 @@ +from __future__ import annotations + +import io +import tempfile +import unittest +from pathlib import Path + +import fsspec +from PIL import Image + +from visionpack.core.errors import VisionPackError +from visionpack.core.project import Project +from visionpack.sources import sync_sources +from visionpack.sources.resolver import FsspecResolver + + +def _png_bytes(seed: int) -> bytes: + buffer = io.BytesIO() + Image.new("RGB", (32, 32), (seed * 7 % 256, seed * 13 % 256, seed * 29 % 256)).save(buffer, format="PNG") + return buffer.getvalue() + + +def _target_objects(fs: fsspec.AbstractFileSystem) -> list[str]: + return [p for p in fs.find("/dst") if "/objects/sha256/" in p] + + +class CloudTargetSyncTest(unittest.TestCase): + """End-to-end cloud-internal sync over fsspec's in-memory filesystem: a + memory:// source feeding a memory:// content-addressed target, server-side.""" + + def setUp(self) -> None: + self.fs = fsspec.filesystem("memory") + for path in list(self.fs.find("/src")) + list(self.fs.find("/dst")): + self.fs.rm(path) + self.fs.pipe("/src/imgs/a.png", _png_bytes(1)) + self.fs.pipe("/src/imgs/b.png", _png_bytes(2)) + self.fs.pipe("/src/lbls/a.txt", b"0 0.5 0.5 0.4 0.4\n") + self.fs.pipe("/src/lbls/b.txt", b"0 0.5 0.5 0.4 0.4\n") + self.fs.pipe("/src/lbls/classes.txt", b"cat\n") + + def _project(self, tmp: str, copy: str, target: str | None = "memory://dst") -> Project: + root = Path(tmp) + Project.init(root, name="cloud") + project = Project.open(root) + project.manifest.sources = [ + {"name": "s1", "images": "memory://src/imgs", "labels": "memory://src/lbls", "copy": copy} + ] + project.manifest.target = target + project.save_manifest() + return Project.open(root) + + def test_copy_lands_objects_in_target_cas_server_side(self) -> None: + with tempfile.TemporaryDirectory() as tmp: + summary = sync_sources(self._project(tmp, "copy"))[0] + self.assertEqual(summary.assets_added, 2) + # Both images copied into the target's content-addressed layout... + self.assertEqual(len(_target_objects(self.fs)), 2) + # ...without moving the source (copy is non-destructive). + self.assertTrue(self.fs.exists("/src/imgs/a.png")) + # The index records the remote object URI as the asset path. + for asset in Project.open(Path(tmp)).index.assets(): + self.assertTrue(asset.path.startswith("memory://dst/objects/sha256/")) + self.assertTrue(asset.is_remote) + + def test_resync_is_idempotent_and_does_not_recopy(self) -> None: + with tempfile.TemporaryDirectory() as tmp: + sync_sources(self._project(tmp, "copy")) + + copies: list[str] = [] + original = FsspecResolver.server_copy + + def counting(self: FsspecResolver, src: str, dst: str) -> None: + copies.append(dst) + return original(self, src, dst) + + FsspecResolver.server_copy = counting # type: ignore[method-assign] + try: + summary = sync_sources(Project.open(Path(tmp)))[0] + finally: + FsspecResolver.server_copy = original # type: ignore[method-assign] + + self.assertEqual(summary.assets_added, 0) + self.assertEqual(summary.assets_existing, 2) + self.assertEqual(copies, [], "unchanged re-sync re-copied objects to the target") + + def test_identical_content_from_two_paths_dedups_to_one_object(self) -> None: + # Same bytes under a different key must land on the same target object. + self.fs.pipe("/src/imgs/dup.png", _png_bytes(1)) + self.fs.pipe("/src/lbls/dup.txt", b"0 0.5 0.5 0.4 0.4\n") + with tempfile.TemporaryDirectory() as tmp: + sync_sources(self._project(tmp, "copy")) + # 3 source images, but a.png and dup.png share content -> 2 objects. + self.assertEqual(len(_target_objects(self.fs)), 2) + + def test_reference_points_at_source_and_writes_no_target(self) -> None: + with tempfile.TemporaryDirectory() as tmp: + sync_sources(self._project(tmp, "reference")) + self.assertEqual(_target_objects(self.fs), []) + for asset in Project.open(Path(tmp)).index.assets(): + self.assertTrue(asset.is_remote) + self.assertIn("/src/imgs/", asset.path) + + def test_remote_asset_cannot_be_materialized_locally(self) -> None: + with tempfile.TemporaryDirectory() as tmp: + sync_sources(self._project(tmp, "copy")) + asset = next(iter(Project.open(Path(tmp)).index.assets())) + with self.assertRaises(VisionPackError): + asset.resolved_path(Path(tmp)) + + def test_cross_provider_copy_is_rejected(self) -> None: + # A local source feeding a remote target can't be a server-side copy. + with tempfile.TemporaryDirectory() as tmp: + root = Path(tmp) + Project.init(root, name="x") + imgs = root / "imgs" + imgs.mkdir() + (imgs / "a.png").write_bytes(_png_bytes(1)) + project = Project.open(root) + project.manifest.sources = [{"name": "s1", "images": imgs.as_posix(), "copy": "copy"}] + project.manifest.target = "memory://dst" + project.save_manifest() + with self.assertRaises(VisionPackError): + sync_sources(Project.open(root)) + + +class ManifestTargetTest(unittest.TestCase): + def test_target_round_trips_through_save_and_open(self) -> None: + with tempfile.TemporaryDirectory() as tmp: + root = Path(tmp) + Project.init(root, name="t") + project = Project.open(root) + project.manifest.target = {"uri": "s3://bucket/ds", "region": "us-east-1"} + project.save_manifest() + reopened = Project.open(root) + self.assertEqual(reopened.manifest.target["uri"], "s3://bucket/ds") + self.assertEqual(reopened.manifest.target["region"], "us-east-1") + + +if __name__ == "__main__": + unittest.main() diff --git a/visionpack/core/manifest.py b/visionpack/core/manifest.py index b116514..e361e03 100644 --- a/visionpack/core/manifest.py +++ b/visionpack/core/manifest.py @@ -75,6 +75,9 @@ class _ManifestModel(BaseModel): task: str = "detection" classes: list[_ClassDefModel] = Field(default_factory=list) sources: list[_SourceModel] = Field(default_factory=list) + # Where `copy`-mode sync lands objects, content-addressed and server-side + # (e.g. s3://my-bucket/datasets/foo). Omit to keep objects in the local CAS. + target: _LocationField | None = None storage: dict[str, Any] = Field(default_factory=lambda: {"mode": "content-addressed", "hash": "sha256"}) validation: dict[str, Any] = Field(default_factory=dict) splits: dict[str, Any] = Field(default_factory=dict) @@ -90,6 +93,7 @@ class Manifest: task: str = "detection" classes: list[ClassDef] = field(default_factory=list) sources: list[dict[str, Any]] = field(default_factory=list) + target: str | dict[str, Any] | None = None storage: dict[str, Any] = field(default_factory=lambda: {"mode": "content-addressed", "hash": "sha256"}) validation: dict[str, Any] = field(default_factory=dict) splits: dict[str, Any] = field(default_factory=dict) @@ -137,6 +141,13 @@ def from_dict(cls, data: dict[str, Any]) -> Manifest: task=model.task, classes=[ClassDef(id=item.id, name=item.name or item.id) for item in model.classes], sources=[source.model_dump(by_alias=True, exclude_none=True) for source in model.sources], + target=( + None + if model.target is None + else model.target + if isinstance(model.target, str) + else model.target.model_dump(exclude_none=True) + ), storage=model.storage, validation=model.validation, splits=model.splits, @@ -152,6 +163,7 @@ def to_dict(self) -> dict[str, Any]: "task": self.task, "classes": [item.to_dict() for item in self.classes], "sources": self.sources, + "target": self.target, "storage": self.storage, "validation": self.validation, "splits": self.splits, @@ -210,6 +222,7 @@ def read_manifest(path: Path) -> Manifest: _SECTION_COMMENTS: list[tuple[str, str]] = [ ("classes", "Classes. Merged by name across sources; ids are slugs."), ("sources", "Sources: where images & labels come from. `vp sync` reconciles these."), + ("target", "Content-addressed sink for `copy`-mode sync (e.g. an S3 bucket)."), ("splits", "Train / val / test splits (vp split create)."), ("validation", "Validation policy (vp validate)."), ("exports", "Export options (vp export)."), diff --git a/visionpack/core/models.py b/visionpack/core/models.py index 936413c..927bce5 100644 --- a/visionpack/core/models.py +++ b/visionpack/core/models.py @@ -5,6 +5,8 @@ from pathlib import Path from typing import Any, Literal +from visionpack.core.errors import VisionPackError + def utc_now() -> str: return datetime.now(UTC).replace(microsecond=0).isoformat().replace("+00:00", "Z") @@ -214,7 +216,24 @@ def from_dict(cls, data: dict[str, Any]) -> Asset: def to_dict(self) -> dict[str, Any]: return asdict(self) + @property + def is_remote(self) -> bool: + """True when the bytes live in a remote object store, not on local disk. + + ``copy``/``reference`` sync against a cloud target records the object's + URI as ``path`` (e.g. ``s3://...``); such assets can't be opened as a + local file. ``file://`` is local and excluded. + """ + scheme, sep, _ = self.path.partition("://") + return bool(sep) and scheme != "file" and "/" not in scheme and "\\" not in scheme + def resolved_path(self, root: Path) -> Path: + if self.is_remote: + raise VisionPackError( + f"Asset {self.id} lives in a remote object store ({self.path}); " + "local export/pack of cloud-backed assets isn't supported yet " + "(use manifest/streaming export — see docs/SPEC-cloud-sync.md)." + ) path = Path(self.path) return path if path.is_absolute() else root / path diff --git a/visionpack/sources/importer.py b/visionpack/sources/importer.py index 2ec06ab..dd60bf7 100644 --- a/visionpack/sources/importer.py +++ b/visionpack/sources/importer.py @@ -18,6 +18,7 @@ from visionpack.sources.join import join_refs from visionpack.sources.resolver import FileRef, Resolver, get_resolver, scheme_of from visionpack.sources.schema import Location, Source +from visionpack.sources.target import CloudTarget from visionpack.storage.hash import sha256_bytes _LABEL_SUFFIXES = {".txt"} @@ -70,6 +71,9 @@ def __init__(self, project: Project, source: Source) -> None: # Manifest paths are project-relative; resolve them against the project # root (not the cwd) so `vp sync` works from any directory. self.source = _rebase_source(source, project.root) + # The cloud sink for `copy` mode, built only when one is actually needed + # (copy + a declared target); otherwise objects stay in the local CAS. + self._target = self._build_target() # -- resolvers ------------------------------------------------------------ @@ -79,18 +83,29 @@ def _resolver(self, loc: Location) -> Resolver: All resolver access goes through here so cloud auth declared in the YAML actually reaches the provider filesystem (the schema promises it). """ - return get_resolver(loc.resolved_uri(), self._storage_options(loc)) - - def _storage_options(self, loc: Location) -> dict[str, Any]: - # Source-level credentials are the base; per-location ones override. The - # dict is forwarded verbatim to fsspec, so users have full control over - # provider-specific keys; `region` is mapped to the one spot S3 reads it. - options: dict[str, Any] = {**self.source.credentials, **loc.credentials} - if loc.region and scheme_of(loc.resolved_uri()) == "s3": - client_kwargs = dict(options.get("client_kwargs", {})) - client_kwargs.setdefault("region_name", loc.region) - options["client_kwargs"] = client_kwargs - return options + return get_resolver(loc.resolved_uri(), _resolver_options(loc, self.source.credentials)) + + def _build_target(self) -> CloudTarget | None: + # A target only matters for `copy`; `reference`/`ingest` never write to it. + if self.source.copy != "copy" or not self.project.manifest.target: + return None + loc = _rebase_location(Location.parse(self.project.manifest.target), self.project.root) + assert loc is not None # parse of a non-empty value is never None + target_uri = loc.resolved_uri() + # v1 is same-provider: a server-side copy can't bridge two providers, so + # reject e.g. a local source feeding an s3 target up front. + src_scheme = self._source_scheme() + if src_scheme != scheme_of(target_uri): + raise VisionPackError( + f"Source {self.source.name!r} copies into target {target_uri!r}, but the source " + f"({src_scheme or 'local'}) and target ({scheme_of(target_uri) or 'local'}) are different " + "providers; v1 supports same-provider copy only." + ) + return CloudTarget(base_uri=target_uri, resolver=get_resolver(target_uri, _resolver_options(loc))) + + def _source_scheme(self) -> str: + loc = self.source.images or self.source.root + return scheme_of(loc.resolved_uri()) if loc is not None else "" # -- public --------------------------------------------------------------- @@ -256,8 +271,7 @@ def _resolve_blob(self, image_ref: FileRef, image_res: Resolver) -> tuple[dict, data = image_res.read_bytes(image_ref.uri) digest = sha256_bytes(data) width, height, channels, image_format = image_info_from_bytes(data, Path(image_ref.uri)) - local = image_res.local_path(image_ref.uri) or Path(image_ref.uri) - stored_path = self.project.object_store.store(local, digest, self.source.copy, data=data) + stored_path = self._store_blob(image_ref, image_res, data, digest) full = { "sha256": digest, "width": width, @@ -271,16 +285,38 @@ def _resolve_blob(self, image_ref: FileRef, image_res: Resolver) -> tuple[dict, cache_probe = {key: full[key] for key in _PROBE_KEYS} return full, (image_ref.uri, stat.etag, stat.size, cache_probe) + def _store_blob(self, image_ref: FileRef, image_res: Resolver, data: bytes, digest: str) -> str: + """Materialize the just-read bytes and return the asset ``path``. + + ``reference`` keeps no copy; cloud ``copy`` lands the object in the target + CAS server-side (the bytes never transit the client — we only read them + once, above, for the hash); everything else writes the local CAS. + """ + if self.source.copy == "reference": + return self._reference_path(image_ref, image_res) + if self._target is not None: # copy + a declared target + return self._target.ensure_object(image_ref.uri, digest) + local = image_res.local_path(image_ref.uri) or Path(image_ref.uri) + return self.project.object_store.store(local, digest, self.source.copy, data=data) + + def _reference_path(self, image_ref: FileRef, image_res: Resolver) -> str: + # The index points straight at the source: a local path when we have one, + # otherwise the remote object URI as-is. + local = image_res.local_path(image_ref.uri) + return str(local.resolve()) if local is not None else image_ref.uri + def _reuse_stored(self, sha256: str, image_ref: FileRef, image_res: Resolver) -> str | None: """The asset ``path`` to reuse on a cache hit, or ``None`` if it's gone. - A cached probe is only usable if the bytes it points at still exist. For - CAS modes that means the object is still in the store; for ``reference`` - the path is the source itself, reusable while it still resolves locally. + A cached probe is only usable if the bytes it points at still exist. The + local CAS is cheaply checked; the cloud target is an immutable CAS we + already wrote, so a warm cache is trusted without a per-object HEAD + (keeping re-sync metadata-only). """ if self.source.copy == "reference": - local = image_res.local_path(image_ref.uri) - return str(local.resolve()) if local is not None else None + return self._reference_path(image_ref, image_res) + if self._target is not None: + return self._target.object_uri(sha256) if self.project.object_store.object_path(sha256).exists(): return self.project.object_store.relpath(sha256) return None @@ -496,6 +532,17 @@ def _record(self, summary: SourceSyncSummary, images_loc: Location, labels_loc: self.project.save_manifest() +def _resolver_options(loc: Location, base: dict[str, Any] | None = None) -> dict[str, Any]: + """fsspec ``storage_options`` for ``loc``: ``base`` creds overlaid by the + location's own, with ``region`` mapped to where S3 reads it.""" + options: dict[str, Any] = {**(base or {}), **loc.credentials} + if loc.region and scheme_of(loc.resolved_uri()) == "s3": + client_kwargs = dict(options.get("client_kwargs", {})) + client_kwargs.setdefault("region_name", loc.region) + options["client_kwargs"] = client_kwargs + return options + + def _rebase_location(loc: Location | None, root: Path) -> Location | None: """Make a local, relative location absolute against the project root.""" if loc is None: diff --git a/visionpack/sources/resolver.py b/visionpack/sources/resolver.py index b950560..1c9e8dd 100644 --- a/visionpack/sources/resolver.py +++ b/visionpack/sources/resolver.py @@ -1,5 +1,6 @@ from __future__ import annotations +import shutil from abc import ABC, abstractmethod from dataclasses import dataclass from pathlib import Path @@ -70,6 +71,16 @@ def stat(self, uri: str) -> ObjectStat: @abstractmethod def read_bytes(self, uri: str) -> bytes: ... + @abstractmethod + def server_copy(self, src_uri: str, dst_uri: str) -> None: + """Copy ``src_uri`` to ``dst_uri`` without routing the bytes through us. + + Same-provider only (v1): the copy happens inside the backend (S3 + ``CopyObject`` / GCS rewrite / a local filesystem copy), so the client + never downloads-then-uploads. Used by ``sync`` to land objects in a + content-addressed target bucket (see docs/SPEC-cloud-sync.md). + """ + @abstractmethod def local_path(self, uri: str) -> Path | None: """Local filesystem path for ``uri`` if one exists, else ``None``. @@ -122,6 +133,11 @@ def stat(self, uri: str) -> ObjectStat: def read_bytes(self, uri: str) -> bytes: return self._path(uri).read_bytes() + def server_copy(self, src_uri: str, dst_uri: str) -> None: + dst = self._path(dst_uri) + dst.parent.mkdir(parents=True, exist_ok=True) + shutil.copyfile(self._path(src_uri), dst) + def local_path(self, uri: str) -> Path | None: return self._path(uri) @@ -201,6 +217,19 @@ def read_bytes(self, uri: str) -> bytes: fs, path = self._fs_and_path(uri) return fs.cat_file(path) + def server_copy(self, src_uri: str, dst_uri: str) -> None: + src_fs, src_path = self._fs_and_path(src_uri) + dst_fs, dst_path = self._fs_and_path(dst_uri) + # v1 is same-provider: a cross-provider copy can't be server-side (it + # would have to transit the client), so refuse it loudly rather than + # silently downloading-then-uploading. + if type(src_fs) is not type(dst_fs): + raise VisionPackError( + f"Server-side copy needs source and target on the same provider " + f"(got {src_uri!r} -> {dst_uri!r}); cross-cloud transfer is not supported in v1." + ) + dst_fs.copy(src_path, dst_path) + def local_path(self, uri: str) -> Path | None: # Remote objects have no local path; ingest works from in-memory bytes. return None @@ -218,23 +247,26 @@ def scheme_of(uri: str) -> str: return parsed.scheme.lower() -# Schemes we intend to support via fsspec extras in Phase 2. Listed so the error -# message can point users at the right install instead of a generic failure. +# Schemes we intend to support via fsspec extras. Listed so the error message can +# point users at the right install instead of a generic failure. _REMOTE_EXTRAS = {"s3": "s3", "gs": "gcs", "gcs": "gcs", "az": "azure", "abfs": "azure", "git": "git"} +# Schemes fsspec handles in-process with no provider library — `memory` is the +# in-memory filesystem the cloud paths are tested against, so it must resolve +# like any other backend (no extra to install). +_BUILTIN_FSSPEC = {"memory"} + def get_resolver(uri: str, storage_options: dict[str, Any] | None = None) -> Resolver: scheme = scheme_of(uri) if scheme in ("", "file"): return LocalResolver() extra = _REMOTE_EXTRAS.get(scheme) - if extra is None: + if extra is None and scheme not in _BUILTIN_FSSPEC: raise VisionPackError(f"Unsupported source scheme {scheme!r} in URI: {uri}") try: import fsspec # noqa: F401 except ModuleNotFoundError as exc: - raise VisionPackError( - f"Source scheme {scheme!r} needs the optional backend. " - f"Install it with: pip install 'visionpack[{extra}]'." - ) from exc + hint = f"Install it with: pip install 'visionpack[{extra}]'." if extra else "Install fsspec." + raise VisionPackError(f"Source scheme {scheme!r} needs the optional backend. {hint}") from exc return FsspecResolver(scheme, storage_options) diff --git a/visionpack/sources/target.py b/visionpack/sources/target.py new file mode 100644 index 0000000..4ebb9bd --- /dev/null +++ b/visionpack/sources/target.py @@ -0,0 +1,34 @@ +from __future__ import annotations + +from dataclasses import dataclass + +from visionpack.sources.resolver import Resolver + + +@dataclass(slots=True) +class CloudTarget: + """A content-addressed sink objects are copied into, server-side. + + Mirrors the local CAS layout (``objects/sha256///``) in a target + bucket so the target is self-sufficient and dedups globally by content: the + same image arriving from any source lands on the same key, copied at most + once. See docs/SPEC-cloud-sync.md. + """ + + base_uri: str + resolver: Resolver + + def object_uri(self, sha256: str) -> str: + return f"{self.base_uri.rstrip('/')}/objects/sha256/{sha256[:2]}/{sha256[2:4]}/{sha256}" + + def ensure_object(self, src_uri: str, sha256: str) -> str: + """Server-copy ``src_uri`` into its content-addressed slot, returning it. + + Idempotent: if the slot already holds the object (this run, a prior run, + or another machine), the copy is skipped — content addressing makes the + ``exists`` check a safe dedup, since identical content means identical key. + """ + destination = self.object_uri(sha256) + if not self.resolver.exists(destination): + self.resolver.server_copy(src_uri, destination) + return destination From a699a4e2b54dcc20c84b79ae830ee36803107428 Mon Sep 17 00:00:00 2001 From: CaioWing Date: Tue, 16 Jun 2026 00:39:21 -0300 Subject: [PATCH 5/8] feat: Add tests for hardlink export and cloud manifest handling --- tests/test_export_materialize.py | 93 ++++++++++++++++++++++++++++ visionpack/cli/commands/export.py | 7 +++ visionpack/core/project.py | 6 +- visionpack/formats/classification.py | 9 ++- visionpack/formats/coco.py | 9 ++- visionpack/formats/yolo.py | 15 +++-- 6 files changed, 126 insertions(+), 13 deletions(-) create mode 100644 tests/test_export_materialize.py diff --git a/tests/test_export_materialize.py b/tests/test_export_materialize.py new file mode 100644 index 0000000..4bc2bd0 --- /dev/null +++ b/tests/test_export_materialize.py @@ -0,0 +1,93 @@ +from __future__ import annotations + +import io +import json +import os +import tempfile +import unittest +from pathlib import Path + +import fsspec +from PIL import Image + +from visionpack.core.project import Project +from visionpack.formats.yolo import export_yolo +from visionpack.sources import sync_sources + + +def _png_bytes(seed: int) -> bytes: + buffer = io.BytesIO() + Image.new("RGB", (32, 32), (seed * 7 % 256, seed * 13 % 256, seed * 29 % 256)).save(buffer, format="PNG") + return buffer.getvalue() + + +class LocalHardlinkExportTest(unittest.TestCase): + def test_export_hardlinks_from_cas_instead_of_copying(self) -> None: + with tempfile.TemporaryDirectory() as tmp: + root = Path(tmp) + Project.init(root, name="hl") + imgs, lbls = root / "imgs", root / "lbls" + imgs.mkdir() + lbls.mkdir() + (imgs / "a.png").write_bytes(_png_bytes(1)) + (lbls / "a.txt").write_text("0 0.5 0.5 0.4 0.4\n", encoding="utf-8") + (lbls / "classes.txt").write_text("cat\n", encoding="utf-8") + project = Project.open(root) + project.manifest.sources = [ + {"name": "s1", "images": imgs.as_posix(), "labels": lbls.as_posix(), "copy": "copy"} + ] + project.save_manifest() + project = Project.open(root) + sync_sources(project) + + out = root / "export" + export_yolo(Project.open(root), out) + + asset = next(iter(Project.open(root).index.assets())) + cas_object = asset.resolved_path(root) + exported = next((out / "images").glob("*.png")) + # The export shares the CAS object's inode — zero extra bytes. + self.assertTrue(os.path.samefile(cas_object, exported)) + + +class CloudManifestExportTest(unittest.TestCase): + def setUp(self) -> None: + self.fs = fsspec.filesystem("memory") + for path in list(self.fs.find("/src")) + list(self.fs.find("/dst")): + self.fs.rm(path) + self.fs.pipe("/src/imgs/a.png", _png_bytes(1)) + self.fs.pipe("/src/imgs/b.png", _png_bytes(2)) + self.fs.pipe("/src/lbls/a.txt", b"0 0.5 0.5 0.4 0.4\n") + self.fs.pipe("/src/lbls/b.txt", b"0 0.5 0.5 0.4 0.4\n") + self.fs.pipe("/src/lbls/classes.txt", b"cat\n") + + def test_remote_assets_become_a_streaming_manifest_with_no_image_bytes(self) -> None: + with tempfile.TemporaryDirectory() as tmp: + root = Path(tmp) + Project.init(root, name="cloud") + project = Project.open(root) + project.manifest.sources = [ + {"name": "s1", "images": "memory://src/imgs", "labels": "memory://src/lbls", "copy": "copy"} + ] + project.manifest.target = "memory://dst" + project.save_manifest() + sync_sources(Project.open(root)) + + out = root / "export" + summary = export_yolo(Project.open(root), out) + + self.assertEqual(summary["streamed"], 2) + # No image bytes were materialized locally... + self.assertEqual(list((out / "images").glob("*")) if (out / "images").exists() else [], []) + # ...but labels (generated from the index) and the manifest are written. + self.assertEqual(len(list((out / "labels").glob("*.txt"))), 2) + entries = [json.loads(line) for line in (out / "manifest.jsonl").read_text().splitlines()] + self.assertEqual(len(entries), 2) + for entry in entries: + self.assertTrue(entry["uri"].startswith("memory://dst/objects/sha256/")) + self.assertIn("image", entry) + self.assertIn("label", entry) + + +if __name__ == "__main__": + unittest.main() diff --git a/visionpack/cli/commands/export.py b/visionpack/cli/commands/export.py index 931a282..7c7a393 100644 --- a/visionpack/cli/commands/export.py +++ b/visionpack/cli/commands/export.py @@ -48,6 +48,13 @@ def run(args: argparse.Namespace) -> int: message = f"Exported YOLO dataset to {output.resolve()}: {detail}" print(message) + streamed = summary.get("streamed") + if streamed: + print( + f"{streamed} cloud-backed image(s) were not copied; their URIs were written to " + f"{(output / 'manifest.jsonl').resolve()} for streaming." + ) + if args.split: sets = ", ".join(f"{name}={count}" for name, count in summary.get("sets", {}).items()) print(f"Split {args.split!r}: {sets}") diff --git a/visionpack/core/project.py b/visionpack/core/project.py index ea75580..feeaaa0 100644 --- a/visionpack/core/project.py +++ b/visionpack/core/project.py @@ -1,6 +1,5 @@ from __future__ import annotations -import shutil from pathlib import Path from visionpack.core.errors import ProjectNotFoundError @@ -54,8 +53,9 @@ def save_manifest(self) -> None: write_manifest(self.manifest_path, self.manifest) def materialize_asset(self, asset_path: Path, output_path: Path) -> None: - output_path.parent.mkdir(parents=True, exist_ok=True) - shutil.copy2(asset_path, output_path) + from visionpack.formats.materialize import link_or_copy + + link_or_copy(asset_path, output_path) Dataset = Project diff --git a/visionpack/formats/classification.py b/visionpack/formats/classification.py index de0e796..d6f0f29 100644 --- a/visionpack/formats/classification.py +++ b/visionpack/formats/classification.py @@ -136,13 +136,13 @@ def export_imagefolder( Writes ``//`` when a split is given, else ``/``. Each image is filed under its label's class; images with no label are skipped. """ - import shutil - + from visionpack.formats.materialize import AssetMaterializer from visionpack.split import resolve_export_sets output = output.resolve() id_to_name = {item.id: item.name for item in project.manifest.classes} set_for_asset, _ = resolve_export_sets(project, split_id) + materializer = AssetMaterializer(output, project.root) exported = 0 skipped = 0 @@ -166,11 +166,14 @@ def export_imagefolder( target_dir = Path(*[str(part) for part in parts]) target_dir.mkdir(parents=True, exist_ok=True) suffix = Path(asset.original_path).suffix.lower() or f".{asset.format}" - shutil.copy2(asset.resolved_path(project.root), target_dir / f"{asset.id}{suffix}") + materializer.place(asset, target_dir / f"{asset.id}{suffix}", {"set": set_name, "class": class_name}) exported += 1 per_set[set_name] = per_set.get(set_name, 0) + 1 + streamed = materializer.flush() result: dict[str, Any] = {"images": exported} + if streamed: + result["streamed"] = streamed if split_id: result["sets"] = per_set result["skipped"] = skipped diff --git a/visionpack/formats/coco.py b/visionpack/formats/coco.py index e0fcf61..a1820dc 100644 --- a/visionpack/formats/coco.py +++ b/visionpack/formats/coco.py @@ -1,7 +1,6 @@ from __future__ import annotations import json -import shutil from collections import defaultdict from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass @@ -13,6 +12,7 @@ from visionpack.core.models import Annotation, Asset, BBox, Geometry, Keypoints, ObjectAnnotation, Polygon, utc_now from visionpack.core.project import Project from visionpack.formats.base import ImportSummary, IngestFailure +from visionpack.formats.materialize import AssetMaterializer from visionpack.media import image_info_from_bytes from visionpack.perceptual import dhash_bytes from visionpack.progress import ProgressCallback @@ -173,6 +173,7 @@ def export_coco( categories = [{"id": index + 1, "name": item.name, "supercategory": ""} for index, item in enumerate(classes)] set_for_asset, _ = resolve_export_sets(project, split_id) + materializer = AssetMaterializer(output, project.root) # Accumulate images/annotations per set; flat export uses a single bucket. buckets: dict[str, dict[str, list[dict[str, Any]]]] = defaultdict(lambda: {"images": [], "annotations": []}) @@ -193,10 +194,9 @@ def export_coco( continue images_dir = output / "images" / set_name if split_id else output / "images" images_dir.mkdir(parents=True, exist_ok=True) - source = asset.resolved_path(project.root) suffix = Path(asset.original_path).suffix.lower() or f".{asset.format}" file_name = f"{asset.id}{suffix}" - shutil.copy2(source, images_dir / file_name) + materializer.place(asset, images_dir / file_name, {"set": set_name}) image_id = next_image_id[set_name] next_image_id[set_name] += 1 @@ -250,7 +250,10 @@ def export_coco( total_annotations += len(content["annotations"]) per_set[set_name] = len(content["images"]) + streamed = materializer.flush() result: dict[str, Any] = {"images": total_images, "annotations": total_annotations, "objects": exported_objects} + if streamed: + result["streamed"] = streamed if split_id: result["sets"] = per_set result["skipped"] = skipped diff --git a/visionpack/formats/yolo.py b/visionpack/formats/yolo.py index 2a13258..2378045 100644 --- a/visionpack/formats/yolo.py +++ b/visionpack/formats/yolo.py @@ -1,6 +1,5 @@ from __future__ import annotations -import shutil from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass from pathlib import Path @@ -10,6 +9,7 @@ from visionpack.core.models import Annotation, Asset, BBox, ObjectAnnotation, utc_now from visionpack.core.project import Project from visionpack.formats.base import ImportSummary, IngestFailure +from visionpack.formats.materialize import AssetMaterializer from visionpack.media import image_info_from_bytes, is_image_path from visionpack.perceptual import dhash_bytes from visionpack.progress import ProgressCallback @@ -146,6 +146,7 @@ def export_yolo( class_index = {item.id: idx for idx, item in enumerate(classes)} set_for_asset, set_names = resolve_export_sets(project, split_id) + materializer = AssetMaterializer(output, project.root) exported_images = 0 exported_labels = 0 @@ -168,9 +169,12 @@ def export_yolo( images_dir.mkdir(parents=True, exist_ok=True) labels_dir.mkdir(parents=True, exist_ok=True) - source = asset.resolved_path(project.root) suffix = Path(asset.original_path).suffix or f".{asset.format}" - shutil.copy2(source, images_dir / f"{asset.id}{suffix.lower()}") + image_dest = images_dir / f"{asset.id}{suffix.lower()}" + label_dest = labels_dir / f"{asset.id}.txt" + materializer.place( + asset, image_dest, {"label": label_dest.relative_to(output).as_posix(), "set": set_name} + ) exported_images += 1 per_set[set_name] = per_set.get(set_name, 0) + 1 @@ -190,14 +194,17 @@ def export_yolo( f"{class_index[obj.class_id]} {_fmt(x_center)} {_fmt(y_center)} {_fmt(width)} {_fmt(height)}" ) exported_objects += 1 - (labels_dir / f"{asset.id}.txt").write_text("\n".join(lines) + ("\n" if lines else ""), encoding="utf-8") + label_dest.write_text("\n".join(lines) + ("\n" if lines else ""), encoding="utf-8") exported_labels += 1 output.mkdir(parents=True, exist_ok=True) (output / "classes.txt").write_text("\n".join(item.name for item in classes) + ("\n" if classes else ""), encoding="utf-8") (output / "data.yaml").write_text(_render_data_yaml(classes, split_id, set_names), encoding="utf-8") + streamed = materializer.flush() result: dict[str, Any] = {"images": exported_images, "labels": exported_labels, "objects": exported_objects} + if streamed: + result["streamed"] = streamed if split_id: result["sets"] = per_set result["skipped"] = skipped From b01ae978fd6f67946cf7954071b2307afff9b65b Mon Sep 17 00:00:00 2001 From: CaioWing Date: Tue, 16 Jun 2026 00:53:00 -0300 Subject: [PATCH 6/8] Add cloud sync features, enhance documentation, and improve code structure - Updated CHANGELOG.md to include new cloud sync features and enhancements. - Enhanced README.md with installation instructions, cloud sync details, and updated test status. - Added new documentation files for cloud sync, installation, quickstart, and CLI guide. - Introduced Gemfile and _config.yml for local documentation preview setup. - Implemented asset materialization logic in materialize.py to support byte-free exports. - Updated classification, coco, yolo importers to enforce type hints for copy_mode. - Improved internal documentation and structure for better clarity and usability. --- CHANGELOG.md | 18 +++- README.md | 74 ++++++++----- docs/DESIGN.md | 8 +- docs/Gemfile | 12 +++ docs/_config.yml | 68 ++++++++++++ docs/cloud-sync.md | 153 +++++++++++++++++++++++++++ docs/index.md | 86 +++++++++++++++ docs/installation.md | 75 +++++++++++++ docs/internals.md | 19 ++++ docs/quickstart.md | 121 +++++++++++++++++++++ docs/usage.md | 99 +++++++++++------ visionpack/formats/classification.py | 2 +- visionpack/formats/coco.py | 2 +- visionpack/formats/materialize.py | 62 +++++++++++ visionpack/formats/yolo.py | 2 +- 15 files changed, 738 insertions(+), 63 deletions(-) create mode 100644 docs/Gemfile create mode 100644 docs/_config.yml create mode 100644 docs/cloud-sync.md create mode 100644 docs/index.md create mode 100644 docs/installation.md create mode 100644 docs/internals.md create mode 100644 docs/quickstart.md create mode 100644 visionpack/formats/materialize.py diff --git a/CHANGELOG.md b/CHANGELOG.md index 4a1fa83..df51c1c 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -4,7 +4,23 @@ All notable changes to VisionPack are tracked here. ## [Unreleased] -- Nothing yet. +- Cloud sync foundation (PR 1 of docs/SPEC-cloud-sync.md): `FsspecResolver` for + remote schemes (`s3://`, `gs://`, `az://`) behind optional extras + (`visionpack[s3]`, `[gcs]`, `[azure]`); `Resolver.stat` for metadata-only + probing; and a `blob_cache` so an unchanged re-sync skips re-reading object + bodies entirely. Listings carry size+etag in one pass (no per-object HEAD) and + credentials/region from the YAML reach the provider filesystem. +- Cloud-internal sync (PR 2): a `target:` in `visionpack.yaml` is a + content-addressed sink that `copy`-mode sync lands objects in **server-side** + (`Resolver.server_copy`), so bytes never round-trip through the client; global + dedup by content, idempotent re-sync, and non-destructive (no `move`). + `reference` mode points the index straight at the source object. Same-provider + only in v1. +- Byte-free export (PR 3): `vp export` (yolo/coco/imagefolder) now **hardlinks** + local images from the CAS instead of copying them — exports cost zero extra + bytes. Cloud-backed (remote) assets are not downloaded: each is written to a + `manifest.jsonl` of `(image, uri, ...)` alongside the generated labels, so a + trainer streams images straight from the bucket. ## [0.0.1] - 2026-06-15 diff --git a/README.md b/README.md index 286eba6..7ae8e27 100644 --- a/README.md +++ b/README.md @@ -5,12 +5,20 @@ training models: turning scattered images and labels into a clean, versioned, leak-free, ready-to-train dataset. [![CI](https://github.com/CaioWing/VisionPack/actions/workflows/ci.yml/badge.svg)](https://github.com/CaioWing/VisionPack/actions/workflows/ci.yml) +[![PyPI](https://img.shields.io/pypi/v/visionpack)](https://pypi.org/project/visionpack/) ![Python](https://img.shields.io/badge/python-3.11%2B-blue) ![License](https://img.shields.io/badge/license-Apache--2.0-blue) ![Status](https://img.shields.io/badge/status-active%20development-orange) -![Tests](https://img.shields.io/badge/tests-79%20passing-brightgreen) +![Tests](https://img.shields.io/badge/tests-100%20passing-brightgreen) + +[Documentation](https://caiowing.github.io/VisionPack/) · +[Install](https://caiowing.github.io/VisionPack/installation/) · +[Quickstart](https://caiowing.github.io/VisionPack/quickstart/) · +[Cloud Sync](https://caiowing.github.io/VisionPack/cloud-sync/) ```bash +pip install visionpack + vp init --name factory-defects --task detection vp sync # pull images + labels from the sources in visionpack.yaml vp validate # catch corrupt images, bad boxes, near-duplicate leakage @@ -46,14 +54,21 @@ splits, packs, and exports. ## Install -VisionPack uses [`uv`](https://github.com/astral-sh/uv). From the repo root: +```bash +pip install visionpack +``` + +Cloud backends are optional extras: `pip install "visionpack[s3]"` (also `[gcs]`, +`[azure]`). Requires Python 3.11+. + +Developing from source uses [`uv`](https://github.com/astral-sh/uv): ```bash uv sync uv run vp --help ``` -Requires Python 3.11+. +📖 **Full documentation: ** --- @@ -61,26 +76,26 @@ Requires Python 3.11+. ```bash # 1. create a project (the manifest is visionpack.yaml) -uv run vp init --name factory-defects --task detection +vp init --name factory-defects --task detection # 2. bring in a YOLO dataset -uv run vp import ./raw --format yolo +vp import ./raw --format yolo # 3. check it for real problems -uv run vp validate +vp validate # 4. a deterministic, reproducible split -uv run vp split create --train 0.8 --val 0.1 --test 0.1 --strategy stratified -uv run vp split lock +vp split create --train 0.8 --val 0.1 --test 0.1 --strategy stratified +vp split lock # 5. freeze a reproducible version -uv run vp snapshot create -m "initial import" +vp snapshot create -m "initial import" # 6. comparable metrics as the dataset grows -uv run vp stats --by split +vp stats --by split # 7. a ready-to-train layout -uv run vp export --format yolo --split +vp export --format yolo --split ``` --- @@ -99,13 +114,13 @@ tasks you actually use: ```bash # classification from a folder-per-class layout -uv run vp init --name product-grades --task classification -uv run vp import ./train --format imagefolder -uv run vp export --format imagefolder --split # train/val/test//… +vp init --name product-grades --task classification +vp import ./train --format imagefolder +vp export --format imagefolder --split # train/val/test//… # detection or instance segmentation from COCO -uv run vp init --name cells --task segmentation -uv run vp import ./instances.json --format coco --images ./images +vp init --name cells --task segmentation +vp import ./instances.json --format coco --images ./images ``` --- @@ -128,8 +143,8 @@ sources: Then reconcile the dataset — idempotently, so re-running only pulls what's new: ```bash -uv run vp sync --dry-run # preview: found / matched / unmatched / classes -uv run vp sync # ingest; classes merge by name, provenance recorded +vp sync --dry-run # preview: found / matched / unmatched / classes +vp sync # ingest; classes merge by name, provenance recorded ``` Classes from different sources merge **by name** (YOLO indices are mapped through @@ -140,6 +155,11 @@ A one-off `vp import` also records what it imported as a source in `visionpack.yaml`, so the manifest stays the single source of truth and the data can be re-pulled later with `vp sync` (use `--no-record` for a throwaway import). +Sources can also live in **S3 / GCS / Azure**. Remote URIs go anywhere a local +path would, and a `target:` lets `copy` mode land objects server-side in a +content-addressed bucket without ever downloading them — re-sync is metadata-only. +See the [Cloud Sync guide](https://caiowing.github.io/VisionPack/cloud-sync/). + --- ## What's in the box @@ -149,18 +169,20 @@ can be re-pulled later with `vp sync` (use `--no-record` for a throwaway import) - **Near-duplicate & cross-split leakage detection** — perceptual-hash tier, no extra dependencies, scale-proof via LSH bucketing; surfaced in `vp validate`. - **Multi-source sync** — declarative `sources:` + `vp sync`, with per-asset - provenance and a resolver layer ready for remote backends. + provenance; idempotent re-sync that only pulls what's new. +- **Cloud-native** — sync from and to S3/GCS/Azure without downloading the whole + dataset; server-side `copy` into a content-addressed target, streaming export. - **Content-addressed snapshots & diff** — reproducible versions; compare any two. - **Strong validation** — unreadable images, missing/orphan labels, unknown classes, invalid/out-of-bounds boxes, exact + near duplicates, split leakage. - **Comparable metrics** — per-split stats so class balance stays auditable as data grows. -- **Packing** — `archive` (`.tar.zst`, self-contained) and `training` - (split-aware WebDataset shards). +- **Packing & byte-free export** — `archive` (`.tar.zst`) and `training` + (WebDataset shards); exports hardlink from the CAS or stream from the cloud. - **Interoperable I/O** — YOLO, COCO, ImageFolder in and out. Full command reference and per-command options live in the -[usage guide](docs/usage.md). +[CLI guide](https://caiowing.github.io/VisionPack/usage/). --- @@ -205,10 +227,10 @@ vision, see **[docs/DESIGN.md](docs/DESIGN.md)**. ## Status VisionPack is in **active development** (early but usable). The core workflow — -multi-source ingestion → validation → deterministic splits → snapshots → -ready-to-train export/packing — works end-to-end across classification, detection, -instance segmentation, and keypoints, with 55 passing tests. APIs may still shift; -feedback and contributions are welcome. +multi-source ingestion (local and cloud) → validation → deterministic splits → +snapshots → ready-to-train export/packing — works end-to-end across +classification, detection, instance segmentation, and keypoints, with 100 passing +tests. APIs may still shift; feedback and contributions are welcome. ```bash uv run python -m unittest discover -s tests -q diff --git a/docs/DESIGN.md b/docs/DESIGN.md index 52a306f..00f0e3a 100644 --- a/docs/DESIGN.md +++ b/docs/DESIGN.md @@ -1,8 +1,14 @@ +--- +title: Design Rationale +nav_order: 6 +--- + # VisionPack — Original Product Specification (PT-BR) > This is the original design document that scoped VisionPack. It is preserved > verbatim as the product vision. For current architecture and status see -> [ARCHITECTURE.md](../ARCHITECTURE.md); for usage see the [README](../README.md). +> [ARCHITECTURE.md](https://github.com/CaioWing/VisionPack/blob/main/ARCHITECTURE.md); +> for usage see the [CLI Guide]({% link usage.md %}). ## 1. Objetivo diff --git a/docs/Gemfile b/docs/Gemfile new file mode 100644 index 0000000..9a936ae --- /dev/null +++ b/docs/Gemfile @@ -0,0 +1,12 @@ +# Local preview only — GitHub's classic Pages build ignores this file and uses +# the github-pages gem. To preview the site locally: +# +# cd docs && bundle install && bundle exec jekyll serve +# +# then open http://127.0.0.1:4000/VisionPack/ +source "https://rubygems.org" + +gem "jekyll", "~> 4.3" +gem "just-the-docs", "~> 0.10" +gem "jekyll-remote-theme" +gem "jekyll-seo-tag" diff --git a/docs/_config.yml b/docs/_config.yml new file mode 100644 index 0000000..95b0442 --- /dev/null +++ b/docs/_config.yml @@ -0,0 +1,68 @@ +# VisionPack documentation site (GitHub Pages, Jekyll + just-the-docs). +# +# To publish: Repository Settings -> Pages -> Build and deployment -> +# Source: "Deploy from a branch", Branch: main, Folder: /docs. +# GitHub's classic Pages build loads the jekyll-remote-theme plugin, so no extra +# workflow is needed. For a local preview see the Gemfile in this folder. + +title: VisionPack +description: >- + DatasetOps for computer vision — turn scattered images and labels into a clean, + versioned, leak-free, ready-to-train dataset, from your laptop to S3/GCS. + +# Project site lives at https://caiowing.github.io/VisionPack/ +url: https://caiowing.github.io +baseurl: /VisionPack + +remote_theme: just-the-docs/just-the-docs +plugins: + - jekyll-remote-theme + - jekyll-seo-tag + +# Clean URLs (usage.md -> /usage/). +permalink: pretty + +# Sidebar search. +search_enabled: true +search: + heading_level: 2 + previews: 3 + tokenizer_separator: /[\s/]+/ + +# Light, high-contrast reading theme. +color_scheme: light + +# Header links (open in a new tab). +aux_links: + GitHub: https://github.com/CaioWing/VisionPack + PyPI: https://pypi.org/project/visionpack/ +aux_links_new_tab: true + +# "Edit this page on GitHub" footer link. +gh_edit_link: true +gh_edit_link_text: Edit this page on GitHub +gh_edit_repository: https://github.com/CaioWing/VisionPack +gh_edit_branch: main +gh_edit_source: docs +gh_edit_view_mode: edit + +footer_content: >- + VisionPack is licensed under Apache-2.0. Built for the messy part of training + computer-vision models. + +# Note / warning / tip callout boxes used across the pages. +callouts: + note: + title: Note + color: blue + tip: + title: Tip + color: green + warning: + title: Heads-up + color: yellow + +exclude: + - Gemfile + - Gemfile.lock + - vendor diff --git a/docs/cloud-sync.md b/docs/cloud-sync.md new file mode 100644 index 0000000..e36d477 --- /dev/null +++ b/docs/cloud-sync.md @@ -0,0 +1,153 @@ +--- +title: Cloud Sync (S3/GCS) +nav_order: 5 +--- + +# Cloud Sync — S3 / GCS / Azure +{: .no_toc } + +VisionPack syncs datasets that live in object stores **without downloading the +whole thing** and **without duplicating bytes** — while keeping the same +content-addressed integrity guarantees as local projects. + +1. TOC +{:toc} + +## Install a backend + +Cloud backends are optional extras (they pull `fsspec` + the provider library): + +```bash +pip install "visionpack[s3]" # Amazon S3 +pip install "visionpack[gcs]" # Google Cloud Storage +pip install "visionpack[azure]" # Azure Blob +``` + +## The mental model + +- **Identity is always the `sha256` of the content** — the same as local. Each + object is read **once** to hash it, then never re-read. +- **`etag` is a change-detector, never an identity.** "Same key + same etag" means + the bytes are unchanged, which is all a re-sync needs. VisionPack never compares + etags across different keys, so multipart etags, SSE-KMS, and crc32c quirks can't + cause a mismatch. +- **Re-sync is metadata-only.** Re-running lists object metadata, sees the etags + match, and does nothing — no downloads, no copies. + +{: .note } +v1 is **same-provider** (S3↔S3 or GCS↔GCS). Cross-cloud transfer (S3↔GCS) is on +the roadmap. The full design is in +[the cloud-sync spec]({% link SPEC-cloud-sync.md %}). + +## Declare remote sources + +Sources take remote URIs anywhere a local path would go. Credentials and region +are declared per source (never raw secrets in the manifest — point at a profile or +let ambient/instance-role auth apply): + +```yaml +sources: + - name: camera-A + format: yolo + images: + uri: s3://my-bucket/camera-a/images + region: us-east-1 + labels: s3://my-bucket/camera-a/labels + classes: s3://my-bucket/camera-a/classes.txt + match: relpath + copy: copy # see "Copy modes" below +``` + +Preview without writing anything — this lists metadata only, no object bodies: + +```bash +vp sync --dry-run +``` + +```text +[camera-A] yolo + images: s3://my-bucket/camera-a/images + found 5,120 images, 5,031 labels -> 5,031 matched + classes: scratch, dent, crack +``` + +Then reconcile. Re-running is idempotent — unchanged objects are skipped entirely: + +```bash +vp sync +vp sync --source camera-A # just one source +``` + +## A content-addressed target + +Set a `target:` and `copy` mode lands objects in a self-sufficient, +content-addressed bucket — **server-side**, so the bytes never round-trip through +your machine: + +```yaml +target: s3://my-bucket/datasets/factory-defects + +sources: + - name: camera-A + format: yolo + images: s3://my-bucket/raw/camera-a/images + labels: s3://my-bucket/raw/camera-a/labels + copy: copy +``` + +Objects land at `…/datasets/factory-defects/objects/sha256///`. The +same image arriving from any source dedups to the same key, copied at most once. + +The `target:` can also carry `region`/`credentials`: + +```yaml +target: + uri: s3://my-bucket/datasets/factory-defects + region: us-east-1 +``` + +## Copy modes + +Pick how each source materializes its bytes with `copy:`. + +| Mode | What it does | Use when | +|------|--------------|----------| +| `copy` | Server-side copy into the `target:` content-addressed store. Target is self-sufficient; global dedup. | The common cloud case. | +| `reference` | No copy — the index points straight at the source object. | You control the source bucket and want zero extra storage. | +| `ingest` | Download into the **local** CAS (`.vp/objects/`). | Offline / edge work on a remote dataset. | + +{: .warning } +There is no `move` mode — it was the only irreversible operation. To drain a +staging bucket, use `copy` plus a cloud lifecycle policy. + +## Export for training (streaming) + +A cloud-backed dataset doesn't get downloaded at export time either. `vp export` +writes the labels and a `manifest.jsonl` mapping each image to its object URI, so +a trainer streams images straight from the bucket: + +```bash +vp export --format yolo --split +``` + +```text +exports/yolo/ + labels/{train,val,test}/ + classes.txt + data.yaml + manifest.jsonl # {"image": "...", "uri": "s3://…", "label": "...", "set": "train"} +``` + +For **local** datasets the same command hardlinks images from the CAS — zero extra +bytes. You don't choose between the two; VisionPack picks per asset. + +## What a re-sync actually costs + +The first time an object is seen it's read once (streamed, not persisted) to +compute its `sha256`. After that, a re-sync is a metadata listing — etags match, +the delta is empty, nothing is read or copied. That's the whole recurring cost. + +## See also + +- [Cloud Sync Spec]({% link SPEC-cloud-sync.md %}) — the design and guarantees in full. +- [CLI Guide]({% link usage.md %}) — `vp sync` / `vp export` options. diff --git a/docs/index.md b/docs/index.md new file mode 100644 index 0000000..9e0ee12 --- /dev/null +++ b/docs/index.md @@ -0,0 +1,86 @@ +--- +title: Home +nav_order: 1 +description: "VisionPack — DatasetOps for computer vision. Version, validate, split, and export image datasets reproducibly, from your laptop to S3/GCS." +permalink: / +--- + +# VisionPack +{: .fs-9 } + +DatasetOps for computer vision — a Git/Docker-like CLI for the messy part of +training models: turning scattered images and labels into a clean, **versioned, +leak-free, ready-to-train** dataset. +{: .fs-6 .fw-300 } + +[Get started]({% link quickstart.md %}){: .btn .btn-primary .fs-5 .mb-4 .mb-md-0 .mr-2 } +[Install]({% link installation.md %}){: .btn .fs-5 .mb-4 .mb-md-0 .mr-2 } +[View on GitHub](https://github.com/CaioWing/VisionPack){: .btn .fs-5 .mb-4 .mb-md-0 } + +--- + +```bash +pip install visionpack +``` + +```bash +vp init --name factory-defects --task detection +vp sync # pull images + labels from visionpack.yaml sources +vp validate # catch corrupt images, bad boxes, near-dup leakage +vp split create --strategy stratified +vp snapshot create -m "baseline" +vp export --format yolo --split # ready-to-train layout +``` + +## Why VisionPack + +Most of the pain in a CV project isn't the model — it's the dataset. VisionPack +targets the failures that quietly cost you accuracy and reproducibility: + +- **Train/test leakage that inflates your metrics.** Exact-duplicate detection + isn't enough: a re-encoded or resized copy of a training image landing in the + test set makes your reported numbers a lie. VisionPack catches **near-duplicate** + leakage with perceptual hashing. +- **Splits you can't reproduce.** "I shuffled with `seed=42`" breaks the moment + data is added or reordered. VisionPack splits are a function of image *content*, + so they're identical across machines and stable as the dataset grows. +- **Data scattered across places.** Images in one bucket, labels in another repo, + classes in a third. Declare them once and `vp sync` assembles the dataset — + locally or straight from **S3 / GCS / Azure**. +- **"Which dataset trained this model?"** Content-addressed snapshots make that + answerable instead of a guess. + +It complements — not replaces — CVAT, FiftyOne, DVC, Roboflow, and Label Studio. +VisionPack is the DatasetOps layer that imports, validates, versions, splits, +packs, and exports. + +## Works across the common CV tasks + +| Task | Import | Geometry | +|------|--------|----------| +| **Classification** | ImageFolder (folder-per-class) | whole-image label | +| **Detection** | YOLO, COCO | bounding box | +| **Instance segmentation** | COCO | polygon | +| **Keypoints / pose** | COCO | keypoints | + +## What's in the box + +- **Deterministic, lockable splits** — `stratified` / `random` / `hash`, captured in snapshots. +- **Near-duplicate & cross-split leakage detection** — perceptual-hash tier, scale-proof via LSH bucketing. +- **Multi-source sync** — declarative `sources:` + `vp sync`, with per-asset provenance. +- **Cloud-native** — sync from and to S3/GCS/Azure without downloading the whole dataset; see {% link cloud-sync.md %}. +- **Content-addressed snapshots & diff** — reproducible versions; compare any two. +- **Strong validation** — unreadable images, missing/orphan labels, unknown classes, bad boxes, exact + near duplicates, split leakage. +- **Packing & export** — `archive` (`.tar.zst`) and `training` (WebDataset shards); byte-free exports via hardlinks / streaming manifests. + +## Next steps + +- [Install VisionPack]({% link installation.md %}) — `pip install visionpack` +- [Quickstart]({% link quickstart.md %}) — a dataset in 60 seconds +- [CLI Guide]({% link usage.md %}) — every command and its options +- [Cloud Sync]({% link cloud-sync.md %}) — S3 / GCS / Azure datasets + +{: .note } +VisionPack is in **active development** (early but usable). The end-to-end +workflow works across classification, detection, instance segmentation, and +keypoints. APIs may still shift — feedback and contributions are welcome. diff --git a/docs/installation.md b/docs/installation.md new file mode 100644 index 0000000..480ed49 --- /dev/null +++ b/docs/installation.md @@ -0,0 +1,75 @@ +--- +title: Installation +nav_order: 2 +--- + +# Installation +{: .no_toc } + +1. TOC +{:toc} + +## Requirements + +- **Python 3.11+** +- Works on Linux, macOS, and Windows. + +## Install from PyPI + +```bash +pip install visionpack +``` + +This installs the `vp` command (and a `visionpack` alias). Verify it: + +```bash +vp --version +vp --help +``` + +{: .tip } +Prefer an isolated install? [`pipx`](https://pipx.pypa.io) keeps the CLI off your +global environment: `pipx install visionpack`. + +## Cloud backends (optional extras) + +Reading from or writing to object stores pulls in [`fsspec`](https://filesystem-spec.readthedocs.io) +plus the provider library. They're **optional** — the core never imports them, so +a local install stays lean. Install only what you need: + +```bash +pip install "visionpack[s3]" # Amazon S3 (s3fs) +pip install "visionpack[gcs]" # Google Cloud Storage (gcsfs) +pip install "visionpack[azure]" # Azure Blob (adlfs) +``` + +You can combine them: `pip install "visionpack[s3,gcs]"`. See {% link cloud-sync.md %} +for declaring remote sources and a cloud target. + +## Develop from source + +VisionPack uses [`uv`](https://github.com/astral-sh/uv). From the repo root: + +```bash +git clone https://github.com/CaioWing/VisionPack +cd VisionPack +uv sync # create the venv and install dependencies +uv run vp --help # run the CLI +``` + +Run the test suite: + +```bash +uv run python -m unittest discover -s tests +``` + +You can also invoke the module directly without the console script: + +```bash +uv run python -m visionpack --help +``` + +## Next + +- [Quickstart]({% link quickstart.md %}) — build a dataset end to end. +- [CLI Guide]({% link usage.md %}) — the full command reference. diff --git a/docs/internals.md b/docs/internals.md new file mode 100644 index 0000000..8b5bc16 --- /dev/null +++ b/docs/internals.md @@ -0,0 +1,19 @@ +--- +title: Internals +nav_order: 8 +has_children: true +--- + +# Internals + +Design notes and specifications for how VisionPack works under the hood. Useful if +you're contributing, integrating, or just want to understand the guarantees. + +- **[Core Spec]({% link SPEC.md %})** — the data model, storage, and command + semantics. +- **[Cloud Sync Spec]({% link SPEC-cloud-sync.md %})** — how remote sync stays + efficient and safe (sha256 identity, etag-as-change-detector, server-side copy). + +For the broader architecture, module map, and roadmap, see +[ARCHITECTURE.md](https://github.com/CaioWing/VisionPack/blob/main/ARCHITECTURE.md) +in the repository. diff --git a/docs/quickstart.md b/docs/quickstart.md new file mode 100644 index 0000000..a5984ac --- /dev/null +++ b/docs/quickstart.md @@ -0,0 +1,121 @@ +--- +title: Quickstart +nav_order: 3 +--- + +# Quickstart — a dataset in 60 seconds +{: .no_toc } + +This walkthrough takes a raw YOLO dataset to a validated, versioned, +ready-to-train export. Every step is idempotent and reproducible. + +1. TOC +{:toc} + +## 0. Install + +```bash +pip install visionpack +``` + +## 1. Create a project + +```bash +vp init --name factory-defects --task detection +``` + +This writes a git-like layout — just the manifest and a control directory: + +```text +visionpack.yaml # the declarative dataset manifest (source of truth) +.vp/ + db/ # local index (index.db, SQLite) + objects/ # content-addressed assets (sha256) + snapshots/ # versioned snapshots +``` + +## 2. Bring in some data + +Point VisionPack at a YOLO dataset. It hashes each image, stores it once by +content, and pairs it with its label: + +```bash +vp import ./raw --format yolo +``` + +```text +Imported 1,284 images, 1,190 labels, 4,532 objects +3 classes merged into visionpack.yaml +94 images without a matching label +``` + +{: .note } +A one-off `import` is also recorded as a source in `visionpack.yaml`, so the +manifest stays the single source of truth and you can re-pull later with +`vp sync`. Pass `--no-record` for a throwaway import. + +## 3. Validate for real problems + +```bash +vp validate +``` + +```text +✓ 1,284 images readable +✗ 2 boxes outside image bounds (asset_9f2a…, asset_b1c4…) +⚠ 7 near-duplicate pairs (perceptual) — 1 crosses train/test +``` + +Validation covers unreadable images, missing/orphan labels, unknown classes, +invalid and out-of-bounds boxes, exact + **near-duplicate** images, and +cross-split leakage. Use `--strict` to fail on missing annotations, or +`--report reports/validation.json` for machine-readable output. + +## 4. A deterministic, reproducible split + +```bash +vp split create --train 0.8 --val 0.1 --test 0.1 --strategy stratified +vp split lock +``` + +Splits are a function of image **content**, not a random seed — identical across +machines and stable as the dataset grows. `lock` freezes the assignment so later +runs can't silently reshuffle it. + +## 5. Freeze a reproducible version + +```bash +vp snapshot create -m "initial import" +``` + +Content-addressed snapshots answer "which dataset trained this model?" — compare +any two with `vp diff v1 v2`. + +## 6. Check class balance + +```bash +vp stats --by split +``` + +## 7. Export a ready-to-train layout + +```bash +vp export --format yolo --split +``` + +```text +exports/yolo/ + images/{train,val,test}/ + labels/{train,val,test}/ + classes.txt + data.yaml +``` + +Local exports **hardlink** from the content-addressed store, so they cost zero +extra bytes. + +## Where to go next + +- [CLI Guide]({% link usage.md %}) — every command and option. +- [Cloud Sync]({% link cloud-sync.md %}) — do all of this against S3 / GCS / Azure. +- [Design Rationale]({% link DESIGN.md %}) — why VisionPack works the way it does. diff --git a/docs/usage.md b/docs/usage.md index cc6b2e4..a17e0ad 100644 --- a/docs/usage.md +++ b/docs/usage.md @@ -1,4 +1,9 @@ -# VisionPack Usage Guide +--- +title: CLI Guide +nav_order: 4 +--- + +# VisionPack CLI Guide VisionPack is a CLI-first DatasetOps tool for computer vision datasets. It supports local projects across classification, detection, instance segmentation, and @@ -7,29 +12,35 @@ sync; validation (including near-duplicate and cross-split leakage detection); statistics; deterministic splits; snapshots and snapshot diffs; and archive and WebDataset training packs. -For architecture and the roadmap see [ARCHITECTURE.md](../ARCHITECTURE.md). - -## Install For Development +For architecture and the roadmap see +[ARCHITECTURE.md](https://github.com/CaioWing/VisionPack/blob/main/ARCHITECTURE.md). -From the repository root: +## Install ```bash -uv sync -uv run vp --help +pip install visionpack ``` -You can also run the module directly: +Cloud backends are optional extras: `pip install "visionpack[s3]"` (also `[gcs]`, +`[azure]`). See [Installation]({% link installation.md %}) for details. + +For development from source with [`uv`](https://github.com/astral-sh/uv): ```bash -uv run python -m visionpack --help +uv sync +uv run vp --help +uv run python -m visionpack --help # or run the module directly ``` +The examples below use the bare `vp` command; prefix with `uv run` when working +from a source checkout. + ## Initialize A Dataset Create a VisionPack project in the current directory: ```bash -uv run vp init --name factory-defects --task detection +vp init --name factory-defects --task detection ``` This creates a git-like layout — just the manifest and a control directory: @@ -72,14 +83,14 @@ raw/ Import the dataset: ```bash -uv run vp import ./raw --format yolo +vp import ./raw --format yolo ``` By default, VisionPack ingests images into `.vp/objects/sha256` and indexes them by content hash. You can choose another copy mode: ```bash -uv run vp import ./raw --format yolo --copy hardlink -uv run vp import ./raw --format yolo --copy reference +vp import ./raw --format yolo --copy hardlink +vp import ./raw --format yolo --copy reference ``` Available copy modes are `copy`, `move`, `hardlink`, `reference`, and `ingest`. @@ -105,29 +116,46 @@ sources: ``` ```bash -uv run vp sync --dry-run # preview found / matched / unmatched / classes per source -uv run vp sync # ingest; idempotent, records per-asset provenance -uv run vp sync --source camera-A # sync just one source +vp sync --dry-run # preview found / matched / unmatched / classes per source +vp sync # ingest; idempotent, records per-asset provenance +vp sync --source camera-A # sync just one source ``` +Sources can also live in object stores. Remote URIs go anywhere a local path +would, and a `target:` lets `copy` mode land objects server-side in a +content-addressed bucket without downloading them: + +```yaml +target: s3://my-bucket/datasets/factory-defects +sources: + - name: camera-A + format: yolo + images: s3://my-bucket/raw/camera-a/images + labels: s3://my-bucket/raw/camera-a/labels + copy: copy +``` + +See [Cloud Sync]({% link cloud-sync.md %}) for credentials, copy modes, and +streaming export. + ## Validate Run validation: ```bash -uv run vp validate +vp validate ``` Strict mode treats missing annotations as errors: ```bash -uv run vp validate --strict +vp validate --strict ``` Write a JSON validation report: ```bash -uv run vp validate --report reports/validation.json +vp validate --report reports/validation.json ``` The current validator checks image readability, missing annotations, orphan labels, unknown classes, invalid boxes, boxes outside image bounds, duplicate exact assets, and split leakage. @@ -137,19 +165,19 @@ The current validator checks image readability, missing annotations, orphan labe Print a summary: ```bash -uv run vp stats +vp stats ``` Class distribution: ```bash -uv run vp stats --by class +vp stats --by class ``` JSON output: ```bash -uv run vp stats --json +vp stats --json ``` ## Create Snapshots @@ -157,19 +185,19 @@ uv run vp stats --json Create a reproducible dataset snapshot: ```bash -uv run vp snapshot create -m "initial import" +vp snapshot create -m "initial import" ``` List snapshots: ```bash -uv run vp snapshot list +vp snapshot list ``` Show one snapshot: ```bash -uv run vp snapshot show v1 +vp snapshot show v1 ``` Snapshots store hashes for the manifest, assets, annotations, splits, and summary stats. They are written to `.vp/snapshots/`. @@ -179,13 +207,13 @@ Snapshots store hashes for the manifest, assets, annotations, splits, and summar Compare two snapshots: ```bash -uv run vp diff v1 v2 +vp diff v1 v2 ``` JSON diff: ```bash -uv run vp diff v1 v2 --json +vp diff v1 v2 --json ``` The diff reports added and removed assets, added/removed/modified annotations, class changes, split changes, and before/after stats. @@ -195,7 +223,7 @@ The diff reports added and removed assets, added/removed/modified annotations, c Export the indexed dataset back to YOLO format: ```bash -uv run vp export --format yolo --output exports/yolo-v1 +vp export --format yolo --output exports/yolo-v1 ``` The export writes: @@ -208,18 +236,23 @@ exports/yolo-v1/ data.yaml ``` +Exports never duplicate bytes: **local** images are hardlinked from the +content-addressed store, and **cloud-backed** images are written to a +`manifest.jsonl` (image → object URI) for streaming instead of being downloaded. +See [Cloud Sync]({% link cloud-sync.md %}#export-for-training-streaming). + ## Pack Archive Create a compressed archive package: ```bash -uv run vp pack --profile archive +vp pack --profile archive ``` Or choose an output path: ```bash -uv run vp pack --profile archive --output exports/archive/factory-defects.tar.zst +vp pack --profile archive --output exports/archive/factory-defects.tar.zst ``` The archive includes: @@ -251,8 +284,10 @@ More stable SDK methods will be added as the internal workflows settle. - YOLO import/export is detection-only (no YOLO-seg / YOLO-pose yet) - `--format auto` detection is not implemented; pass `--format` explicitly - `vp annotate` is scaffolded but not implemented yet -- remote source backends (S3/GCS/Azure/git) are planned; sources are local for now +- cloud sync (S3/GCS/Azure) is **same-provider** in v1 — cross-cloud transfer + (S3↔GCS) and remote COCO/ImageFolder sync are planned; `pack` is local-only - `vp eval` (scoring predictions into benchmark metrics) is planned - the local index is SQLite (`index.db`); `stats` and exports stream records (flat RAM at scale), while `validate`, `split`, dedup, and the WebDataset pack still load - the full set (next streaming pass — see [ARCHITECTURE.md](../ARCHITECTURE.md)) + the full set (next streaming pass — see + [ARCHITECTURE.md](https://github.com/CaioWing/VisionPack/blob/main/ARCHITECTURE.md)) diff --git a/visionpack/formats/classification.py b/visionpack/formats/classification.py index d6f0f29..fe68e67 100644 --- a/visionpack/formats/classification.py +++ b/visionpack/formats/classification.py @@ -33,7 +33,7 @@ class ImageFolderImporter: def __init__(self, project: Project, source: Path, copy_mode: CopyMode = "ingest") -> None: self.project = project self.source = source.resolve() - self.copy_mode = copy_mode + self.copy_mode : CopyMode = copy_mode def run(self, progress: ProgressCallback | None = None) -> ImportSummary: if not self.source.exists() or not self.source.is_dir(): diff --git a/visionpack/formats/coco.py b/visionpack/formats/coco.py index a1820dc..fa895c9 100644 --- a/visionpack/formats/coco.py +++ b/visionpack/formats/coco.py @@ -35,7 +35,7 @@ def __init__(self, project: Project, source: Path, images_dir: Path, copy_mode: self.project = project self.source = source.resolve() self.images_dir = images_dir.resolve() - self.copy_mode = copy_mode + self.copy_mode: CopyMode = copy_mode def run(self, progress: ProgressCallback | None = None) -> ImportSummary: if not self.source.exists(): diff --git a/visionpack/formats/materialize.py b/visionpack/formats/materialize.py new file mode 100644 index 0000000..155b834 --- /dev/null +++ b/visionpack/formats/materialize.py @@ -0,0 +1,62 @@ +from __future__ import annotations + +import json +import os +import shutil +from pathlib import Path +from typing import Any + +from visionpack.core.models import Asset + + +def link_or_copy(src: Path, dest: Path) -> None: + """Place ``src`` at ``dest`` without duplicating bytes when possible. + + CAS objects are immutable, so the export can share their inode via a hardlink + (``cp -l``) instead of copying every image — zero extra bytes. Falls back to a + copy when a hardlink can't span the two locations (different filesystem, or a + platform/permission that disallows it). + """ + dest.parent.mkdir(parents=True, exist_ok=True) + if dest.exists() or dest.is_symlink(): + dest.unlink() + try: + os.link(src, dest) + except OSError: + shutil.copy2(src, dest) + + +class AssetMaterializer: + """Places asset bytes into an export tree without duplicating them. + + Local assets are hardlinked from the CAS (see :func:`link_or_copy`); remote + (cloud-backed) assets are **not** downloaded — each is recorded in + ``manifest.jsonl`` as ``(image, uri, ...)`` so a trainer streams it straight + from the bucket. One export tree is therefore byte-free for cloud datasets and + inode-shared for local ones. See docs/SPEC-cloud-sync.md. + """ + + def __init__(self, output: Path, root: Path) -> None: + self.output = output + self.root = root + self._manifest: list[dict[str, Any]] = [] + + def place(self, asset: Asset, dest: Path, extra: dict[str, Any] | None = None) -> None: + """Materialize ``asset`` at ``dest`` (local) or record it (remote).""" + if asset.is_remote: + entry = {"image": dest.relative_to(self.output).as_posix(), "uri": asset.path} + if extra: + entry.update(extra) + self._manifest.append(entry) + return + link_or_copy(asset.resolved_path(self.root), dest) + + def flush(self) -> int: + """Write ``manifest.jsonl`` for any recorded remote assets; return the count.""" + if not self._manifest: + return 0 + self.output.mkdir(parents=True, exist_ok=True) + with (self.output / "manifest.jsonl").open("w", encoding="utf-8") as handle: + for entry in self._manifest: + handle.write(json.dumps(entry) + "\n") + return len(self._manifest) diff --git a/visionpack/formats/yolo.py b/visionpack/formats/yolo.py index 2378045..61749b4 100644 --- a/visionpack/formats/yolo.py +++ b/visionpack/formats/yolo.py @@ -30,7 +30,7 @@ class YoloImporter: def __init__(self, project: Project, source: Path, copy_mode: CopyMode = "ingest") -> None: self.project = project self.source = source.resolve() - self.copy_mode = copy_mode + self.copy_mode: CopyMode = copy_mode def run(self, progress: ProgressCallback | None = None) -> ImportSummary: if not self.source.exists(): From 3caababb07252d3d3fb6e79a4b0cee40753913b0 Mon Sep 17 00:00:00 2001 From: CaioWing Date: Tue, 16 Jun 2026 00:58:15 -0300 Subject: [PATCH 7/8] feat: Add Cloud Sync Specification documentation --- docs/SPEC-cloud-sync.md | 126 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 126 insertions(+) create mode 100644 docs/SPEC-cloud-sync.md diff --git a/docs/SPEC-cloud-sync.md b/docs/SPEC-cloud-sync.md new file mode 100644 index 0000000..c266c71 --- /dev/null +++ b/docs/SPEC-cloud-sync.md @@ -0,0 +1,126 @@ +--- +title: Cloud Sync Spec +parent: Internals +nav_order: 2 +--- + +# VisionPack — Cloud Sync Spec (v1) + +Como o `vp sync` associa dados em object stores (S3, GCS) **sem baixar o dataset +inteiro** e **sem duplicar bytes**, mantendo a garantia de integridade e +reprodutibilidade que o resto da ferramenta promete. + +Escopo da v1: **same-provider** (source e target no mesmo provedor — tudo S3 ou +tudo GCS). Cross-cloud (S3↔GCS) fica para um adapter de transferência futuro. + +## O princípio + +A identidade de um asset é **sempre o `sha256` do conteúdo** — igual ao caminho +local. Não existe identidade alternativa por etag/crc32c. Toda a complexidade que +um modelo "identidade por fingerprint" traria (estados provisórios, staging, +verificação, reconciliação) é evitada por uma única decisão: + +> O `sha256` é calculado lendo cada objeto **exatamente uma vez**, e **nunca mais**. + +Não há como endereçar conteúdo sem ver o conteúdo. A meta nunca foi "nunca ler"; +é **não reler** no re-sync e **não persistir** localmente quando não for pedido. + +## A regra do etag + +O insight que mantém isso simples e robusto: + +> `etag`/`crc32c` é confiável como **"esse objeto mudou?"** (mesma chave) e frágil +> como **"que objeto é esse?"** (entre chaves). Usamos só o primeiro. + +Mesma chave + mesmo etag ⇒ conteúdo inalterado (garantido em S3 e GCS). Isso é +tudo que o re-sync precisa. **O etag nunca é comparado entre chaves diferentes** — +então ambiguidade de multipart, objetos cifrados (SSE-KMS) e colisão de crc32c +**nunca decidem nada**. Eles não são identidade; são um sino de "mudou". + +## Fluxo do `vp sync` + +1. Lista o metadata do(s) source(s) e do target (só nomes, `size`, `etag`) — zero + corpo. +2. Para cada objeto, consulta o cache `blob_cache(uri, etag, size) → sha256`: + - **bate** ⇒ pula. Zero leitura, zero download. + - **não bate** (novo ou mudou) ⇒ lê **uma vez em streaming**, computa o `sha256` + na passada (sem tocar o disco), grava no cache. +3. Materializa os bytes conforme o `copy` da source (abaixo) e grava o `Asset` no + índice (`sha256` agora conhecido; `width`/`height`/`phash` podem ficar NULL até + um pass que precise de pixel). + +Idempotente: re-rodar re-lista, os etags batem, o delta é vazio, nada é lido nem +copiado. Vários sources caindo no mesmo target deduplicam pela chave de conteúdo. + +## Modos de cópia (`copy:`) + +Same-provider, sem operação irreversível na v1: + +| modo | bytes | acoplamento | uso | +|---|---|---|---| +| `copy` (default cloud) | `CopyObject`/`rewrite` **server-side** para `target/objects/sha256///` | target autossuficiente, dedup global | caso comum | +| `reference` | nenhum movimento; o índice aponta para o objeto do source | depende do source vivo | sources que você controla e quer custo zero | +| `ingest` | baixa para o CAS local `.vp/objects/` | offline/edge | trabalho local | + +**`move` não existe na v1.** Era a única operação irreversível e a fonte da maior +parte do risco (apagar a origem com base num sinal não verificado). Quem precisa +drenar um bucket de staging usa `copy` + uma *lifecycle policy* da própria nuvem — +mais simples e sem risco do nosso lado. + +Em `copy`, os bytes **não passam pelo cliente** (a cópia é server-side, dentro do +provedor). O cliente só leu o objeto uma vez, no passo 2, para o hash. + +## Export + +- **Local (`hardlink`, default quando o CAS é local):** o diretório de export + aponta para os inodes do CAS — **zero bytes extras**. (Substitui o `shutil.copy2` + incondicional de hoje, que duplica cada imagem exportada.) +- **Cloud (`manifest`):** escreve labels + `manifest.jsonl` de `(uri, label, set)` + e, opcionalmente, monta `target/export//` por cópia server-side. O trainer + streama do bucket; **zero bytes locais**. + +Split é **network-free** nos dois casos — opera só sobre o índice (ids derivados de +`sha256`, classe primária, phash). Nenhum download para splitar. + +## Por que é robusto + +- **Identidade é sempre o hash real** ⇒ dedup exato, split reproduzível entre + máquinas e caminhos de ingestão, proveniência honesta. Sem estado provisório, + sem promoção tardia, sem reconciliação retroativa. +- **O sinal barato (etag) só é usado onde é 100% seguro** (mudança na mesma chave). +- **Nenhuma operação irreversível na v1** (`move` fica de fora). +- **Re-sync não relê** ⇒ o custo recorrente é uma listagem de metadata. + +Custo honesto: a **primeira** vez que um objeto é visto, ele é lido uma vez +(streaming, sem persistir). Se isso pesar em escala, a otimização é um worker que +roda o hash **in-region na nuvem** e devolve só o `sha256` — mas isso é tier pago e +fica fora da v1. O OSS lê uma vez do cliente e pronto. + +## Impacto no código (mínimo) + +- `Asset.sha256` passa a ser preenchível-lazy (NULL até a primeira leitura para + sources `reference`/cloud); nenhum tipo novo de identidade. +- `Resolver` ganha `stat(uri) -> {size, etag}` (metadata-only, fallback) e + `server_copy(src_uri, dst_uri)`. `read_bytes` continua sendo o caminho de hash. + `list_files` já devolve `size`+`etag` por objeto na **mesma listagem** + (`find(detail=True)`), então o re-sync não faz um HEAD por objeto. +- Credenciais/região declaradas no `visionpack.yaml` (`credentials:`, `region:`) + são repassadas ao filesystem do provedor via `storage_options` do fsspec; o + default continua sendo auth de ambiente (env/instance-role). +- Nova tabela `blob_cache(uri, etag, size, sha256)` no índice SQLite. +- `CopyMode` ganha `reference` para cloud; `move` não entra. +- `target:` no `visionpack.yaml` (uri + layout content-addressed). + +Sem staging, sem ledger, sem gate de verificação. É o `git`-para-cloud: hash uma +vez, content-address, reusa para sempre. + +## Sequência de PRs + +1. ✅ `Resolver.stat` + `FsspecResolver` (list/stat metadata-only) + `blob_cache` + de re-sync. Habilita `vp sync --dry-run` sobre S3/GCS sem baixar nada. +2. ✅ `server_copy` + modos `copy`/`reference` + `target:` no yaml → sync + cloud-internal ponta a ponta. (YOLO; COCO/imagefolder remoto ficam para depois.) +3. ✅ Export `hardlink` local + `manifest` cloud (`AssetMaterializer`): assets + locais são hardlinkados do CAS (zero bytes extras); assets remotos viram + `manifest.jsonl` de `(image, uri, ...)` sem baixar nada. Vale para os três + exporters de diretório (yolo/coco/imagefolder); `pack` segue local-only. From 82808e2bc29ad8584aed35c7293a0cef7c4f5794 Mon Sep 17 00:00:00 2001 From: CaioWing Date: Tue, 16 Jun 2026 01:00:40 -0300 Subject: [PATCH 8/8] feat: Add core specification document for Sample Envelope --- docs/SPEC.md | 124 +++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 124 insertions(+) create mode 100644 docs/SPEC.md diff --git a/docs/SPEC.md b/docs/SPEC.md new file mode 100644 index 0000000..080499f --- /dev/null +++ b/docs/SPEC.md @@ -0,0 +1,124 @@ +--- +title: Core Spec +parent: Internals +nav_order: 1 +--- + +# VisionPack — Sample Envelope Spec (v1) + +Este documento define o contrato canônico da plataforma e as regras que mantêm +ele estável e generalizável entre runtimes, transportes e hardwares diferentes. +O schema vive em `sample_envelope.proto`. + +## O contrato como narrow waist + +O `SampleEnvelope` é a única coisa que o core entende. Tudo a montante (como o +frame foi obtido) e a jusante (para onde vai) é adaptador. A regra inviolável: +nenhuma especificidade de plataforma pode vazar para dentro do schema do core. +Se você sentir vontade de adicionar um campo `deepstream_*` ou `if runtime ==`, +isso é sinal de adaptador ou capability faltando — não de exceção no contrato. + +Por que Protobuf: codegen cross-language (você gera o stub para Python, C++, +Go, Rust a partir do mesmo `.proto`), wire format compacto para links de loja +metidos, e compatibilidade evolutiva embutida. O JSON canônico continua +disponível para debug. + +## Regras de versionamento + +A compatibilidade evolutiva é o que permite atualizar o core e os adapters em +ritmos diferentes — essencial numa frota de milhares de dispositivos com OTA. + +Dentro de `visionpack.v1`, só mudanças aditivas. Concretamente: nunca renumere +um campo; nunca reutilize um número já usado; campo removido vira `reserved` +(reservando número e nome); campo novo entra com número novo e semântica +opcional. Como proto3 preserva campos desconhecidos, um core antigo ingere +envelopes de um adapter mais novo ignorando o que não reconhece (forward-compat), +e um adapter antigo continua válido para um core novo (backward-compat). + +Mudança que quebra de fato — remover semântica de um campo existente, mudar tipo, +alterar unidade — exige bump de pacote para `visionpack.v2`, rodando lado a lado +com v1 durante a transição. O campo `schema_version` ("1.3") serve para debug, +filtro de log e gating de capability em runtime, separado da versão de pacote. + +## Contrato de capabilities e degradação graciosa + +Plataformas expõem sinais diferentes. O `AdapterCapabilities` é anunciado uma +vez no handshake (não por amostra) e diz ao core o que aquele adapter consegue +fornecer. O sampler então escolhe a política mais rica sustentável e cai para a +próxima quando o sinal não existe: + +| Sinal disponível | Política de sampling escolhida | +|-----------------------------|---------------------------------------------| +| `provides_embedding` | drift / novidade (distância OOD no espaço) | +| `provides_confidence` | incerteza (baixa confiança, entropia alta) | +| nenhum dos dois | reservoir com rate-limit (baseline) | +| `can_redact_on_device` | habilita política de privacidade (blur) | + +Heurísticas de falha (obstrução, nenhuma detecção, disagreement) entram quando o +adapter as expõe via `Trigger`. O ponto central: nunca *exigir* o sinal mais +rico — exigir embedding deixaria de fora a maioria dos usuários no dia um. + +## Lazy hydration e dedup + +O envelope carrega **referências**, não bytes. `BlobRef.sha256` é o endereço de +conteúdo e a chave de dedup: blobs idênticos entre frames, dispositivos, lojas +e até clientes sobem uma vez só. Na primeira passada o adapter sobe metadata + +embedding + thumbnail; o frame em resolução cheia só é hidratado quando a +curadoria na nuvem decide que aquela amostra vale anotação. Resultado: banda +proporcional ao valor, não ao volume. + +## Privacidade + +`Redaction` registra o que foi tratado no dispositivo antes de qualquer upload — +crítico em varejo, onde rostos de clientes não podem sair do edge crus. O core +pode recusar envelopes sem redação quando a política do site exigir. + +## Exemplo (JSON canônico do proto3, camelCase) + +```json +{ + "schemaVersion": "1.0", + "envelopeId": "018f3a2b-7c41-7e9a-bd02-1f9c5a6e0d11", + "capturedAt": "2026-06-06T14:22:31Z", + "source": { + "deviceId": "jetson-loja042-cam03", + "siteId": "loja-042", + "adapter": "deepstream", + "adapterVersion": "0.3.1", + "runtime": "deepstream-7.1/jetpack-6.0" + }, + "model": { + "name": "cart-detector", + "version": "11n-int8", + "artifactSha256": "9b1c...e7", + "task": "TASK_TYPE_DETECTION" + }, + "frame": { + "sha256": "4f2a...c9", + "mediaType": "image/jpeg", + "sizeBytes": 184320, + "width": 1920, + "height": 1080 + }, + "thumbnail": { "sha256": "a07d...11", "mediaType": "image/webp", "width": 320, "height": 180 }, + "predictions": [ + { + "label": "product", + "labelIndex": 3, + "confidence": 0.41, + "trackId": "t-9182", + "bbox": { "x": 0.512, "y": 0.337, "w": 0.084, "h": 0.121 } + } + ], + "embedding": { "dim": 256, "model": "yolo-cls-head", "normalized": true, "vector": ["..."] }, + "triggers": [ + { "reason": "TRIGGER_REASON_LOW_CONFIDENCE", "score": 0.41 }, + { "reason": "TRIGGER_REASON_DRIFT", "score": 0.83, "detail": "cosine vs centroid" } + ], + "redaction": { "applied": true, "method": "REDACTION_METHOD_FACE_BLUR" }, + "attributes": { "aisle": "12", "shift": "evening" } +} +``` + +Repare que o `frame` aparece só como `sha256` + dimensões: a amostra acima +trafega em poucos KB, e o JPEG de 180 KB só sobe se a nuvem pedir.