From cba15a62829a0fe57a03c8031f981e8f790e2efc Mon Sep 17 00:00:00 2001 From: tanaka takashi Date: Sat, 12 Sep 2026 18:04:56 +0900 Subject: feat: Stable Diffusion 1.x MCPサーバを実装 MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 仕様書・設計書に基づき、ローカルCUDA GPU上のStable Diffusion 1.x互換モデルをMCP経由で利用するサーバを新規実装。 実装内容: - generate_image、generate_guided_image、inpaint_imageの3ツールをMCP SDK v2で公開 - TOMLからcheckpoint、VAE、複数LoRAと重み、ControlNet、生成設定を読み込み - モデル種別ごとの固定ディレクトリ解決と起動時の設定・ファイル存在検証を追加 - Depth/MiDaS、OpenPose body/full、ControlNet Inpaintの前処理とパイプライン切替を実装 - FP16/CUDA、1枚固定生成、ControlNetオンデマンドロード、単一GPU直列実行を実装 - Base64 PNG/JPEG入力の形式・サイズ検証と任意のdata URI入力に対応 - seed、サイズ、モード、時刻、処理時間をPNG metadataへ記録 - 任意のローカルPNG保存、生成エラー分類、CUDA OOM後のキャッシュ回復を追加 - --configと--versionを備えたstdio CLIエントリポイントを追加 開発・運用: - Python 3.11およびuvによる依存・lock管理を構成 - config.example.tomlとセットアップ・運用手順をREADMEへ追加 - Ruff、Pyright、pytestの設定を追加 - 設定、パス解決、schema、画像検証、サービスルーティング、排他制御、MCP画像返却をテスト 検証結果: - pytest: 30 passed - Ruff lint/format: passed - Pyright: 0 errors, 0 warnings - CLI versionおよびMCPクライアント経由のPNG返却を確認 - 実GPU smoke testはCUDA GPUとモデルファイルがないため対象外 --- .gitignore | 7 + .python-version | 1 + README.md | 22 + config.example.toml | 31 + doc/Design.md | 418 +++++++ doc/Specifications.md | 256 +++++ pyproject.toml | 56 + src/mcp_sd15/__init__.py | 3 + src/mcp_sd15/__main__.py | 3 + src/mcp_sd15/cli.py | 48 + src/mcp_sd15/config.py | 237 ++++ src/mcp_sd15/errors.py | 21 + src/mcp_sd15/images.py | 62 ++ src/mcp_sd15/model_manager.py | 142 +++ src/mcp_sd15/pipeline_factory.py | 133 +++ src/mcp_sd15/preprocessors/__init__.py | 1 + src/mcp_sd15/preprocessors/depth.py | 24 + src/mcp_sd15/preprocessors/openpose.py | 27 + src/mcp_sd15/schema.py | 142 +++ src/mcp_sd15/server.py | 66 ++ src/mcp_sd15/service.py | 125 +++ src/mcp_sd15/tools/__init__.py | 1 + src/mcp_sd15/tools/generate_guided_image.py | 23 + src/mcp_sd15/tools/generate_image.py | 19 + src/mcp_sd15/tools/inpaint_image.py | 23 + tests/__init__.py | 1 + tests/conftest.py | 38 + tests/test_config.py | 122 ++ tests/test_images.py | 34 + tests/test_schema.py | 43 + tests/test_server.py | 37 + tests/test_service.py | 118 ++ uv.lock | 1602 +++++++++++++++++++++++++++ 33 files changed, 3886 insertions(+) create mode 100644 .gitignore create mode 100644 .python-version create mode 100644 README.md create mode 100644 config.example.toml create mode 100644 doc/Design.md create mode 100644 doc/Specifications.md create mode 100644 pyproject.toml create mode 100644 src/mcp_sd15/__init__.py create mode 100644 src/mcp_sd15/__main__.py create mode 100644 src/mcp_sd15/cli.py create mode 100644 src/mcp_sd15/config.py create mode 100644 src/mcp_sd15/errors.py create mode 100644 src/mcp_sd15/images.py create mode 100644 src/mcp_sd15/model_manager.py create mode 100644 src/mcp_sd15/pipeline_factory.py create mode 100644 src/mcp_sd15/preprocessors/__init__.py create mode 100644 src/mcp_sd15/preprocessors/depth.py create mode 100644 src/mcp_sd15/preprocessors/openpose.py create mode 100644 src/mcp_sd15/schema.py create mode 100644 src/mcp_sd15/server.py create mode 100644 src/mcp_sd15/service.py create mode 100644 src/mcp_sd15/tools/__init__.py create mode 100644 src/mcp_sd15/tools/generate_guided_image.py create mode 100644 src/mcp_sd15/tools/generate_image.py create mode 100644 src/mcp_sd15/tools/inpaint_image.py create mode 100644 tests/__init__.py create mode 100644 tests/conftest.py create mode 100644 tests/test_config.py create mode 100644 tests/test_images.py create mode 100644 tests/test_schema.py create mode 100644 tests/test_server.py create mode 100644 tests/test_service.py create mode 100644 uv.lock diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..9e0c961 --- /dev/null +++ b/.gitignore @@ -0,0 +1,7 @@ +.venv/ +__pycache__/ +.pytest_cache/ +.ruff_cache/ +.pyright/ +*.py[cod] +outputs/ diff --git a/.python-version b/.python-version new file mode 100644 index 0000000..2c07333 --- /dev/null +++ b/.python-version @@ -0,0 +1 @@ +3.11 diff --git a/README.md b/README.md new file mode 100644 index 0000000..d88e388 --- /dev/null +++ b/README.md @@ -0,0 +1,22 @@ +# mcp-sd15 + +ローカルの NVIDIA GPU と Stable Diffusion 1.x 互換 checkpoint を使う、stdio MCP +サーバです。Text-to-Image、Depth/Openpose 誘導生成、ControlNet Inpaint を公開します。 + +## セットアップ + +1. `config.example.toml` をコピーし、モデルの root とファイル名を設定します。 +2. `uv sync` を実行します。 +3. `uv run mcp-sd15 --config path/to/config.toml` で起動します。 + +モデルは `/checkpoints`、`vae`、`lora`、`controlnet` からだけ読み込みます。 +Depth/Openpose の annotator 重みは `controlnet_aux` のローカルキャッシュに事前配置して +ください。推論時のダウンロードは行いません。 + +MCP の `input_image` / `mask_image` は PNG または JPEG の Base64（data URI も可）です。 +mask は白い領域が再生成対象です。出力は PNG の画像 content で、seed 等は PNG metadata +にも記録されます。 + +GPU を使わないテストは `uv run pytest`、lint は `uv run ruff check .`、型検査は +`uv run pyright` で実行できます。実モデルの smoke test は環境依存のため自動テストには +含めていません。 diff --git a/config.example.toml b/config.example.toml new file mode 100644 index 0000000..ee8ec39 --- /dev/null +++ b/config.example.toml @@ -0,0 +1,31 @@ +[model] +root = "D:/AI/models" +checkpoint = "model.safetensors" +vae = "vae.safetensors" + +[[model.lora]] +file = "detail.safetensors" +weight = 0.8 + +[generation] +steps = 25 +cfg_scale = 7.0 +scheduler = "dpmpp_2m" +default_size = "square_512" + +[controlnet.depth] +enabled = true +model = "control_v11f1p_sd15_depth.safetensors" +preprocessor = "midas" + +[controlnet.openpose] +enabled = true +model = "control_v11p_sd15_openpose.safetensors" + +[controlnet.inpaint] +enabled = true +model = "control_v11p_sd15_inpaint.safetensors" + +[output] +enabled = false +directory = "./outputs" diff --git a/doc/Design.md b/doc/Design.md new file mode 100644 index 0000000..f22c24d --- /dev/null +++ b/doc/Design.md @@ -0,0 +1,418 @@ +# Design.md + +## 1. 設計方針 + +| 方針 | 内容 | +|---|---| +| MCP公開面を小さくする | LLMには生成意図に必要な入力だけを公開する | +| 実行設定はTOMLへ集約 | モデル・VAE・LoRA・ControlNet・生成パラメータを一元管理 | +| SD1.x互換に限定 | SDXL / FLUX等は対象外 | +| 依存分離 | MCP層とDiffusion層を直接密結合させない | +| 単一GPU前提 | 生成処理は1本のキューで直列化 | +| ControlNetは固定3種 | Depth / Openpose / Inpaintのみ | +| 過剰な汎用化を避ける | 未使用ControlNetや動的Tool設定は持たない | + +--- + +## 2. 全体アーキテクチャ + +```text +MCP Client / LLM + │ + ▼ +┌──────────────────────┐ +│ MCP Server │ +│ - tool schema │ +│ - request validation │ +└──────────┬───────────┘ + │ + ▼ +┌──────────────────────┐ +│ ImageGenerationService│ +│ - request routing │ +│ - queue control │ +└──────────┬───────────┘ + │ + ▼ +┌──────────────────────┐ +│ ModelManager │ +│ - checkpoint │ +│ - VAE │ +│ - LoRA │ +│ - ControlNet │ +└──────────┬───────────┘ + │ + ▼ +┌──────────────────────┐ +│ Diffusers / PyTorch │ +│ CUDA │ +└──────────────────────┘ +``` + +--- + +## 3. モジュール構成 + +```text +mcp-sd15/ +├─ pyproject.toml +├─ uv.lock +├─ .python-version +├─ config.example.toml +├─ src/ +│ └─ mcp_sd15/ +│ ├─ __init__.py +│ ├─ cli.py +│ ├─ server.py +│ ├─ config.py +│ ├─ schema.py +│ ├─ service.py +│ ├─ model_manager.py +│ ├─ pipeline_factory.py +│ ├─ preprocessors/ +│ │ ├─ depth.py +│ │ └─ openpose.py +│ └─ tools/ +│ ├─ generate_image.py +│ ├─ generate_guided_image.py +│ └─ inpaint_image.py +└─ tests/ + ├─ test_config.py + ├─ test_schema.py + ├─ test_model_paths.py + └─ test_tools.py +``` + +--- + +## 4. 各モジュールの責務 + +| モジュール | 責務 | +|---|---| +| `cli.py` | `--config`, `--version`の処理 | +| `server.py` | MCP server起動、Tool登録 | +| `config.py` | TOML読込、型変換、validation | +| `schema.py` | MCP入力値・内部request型 | +| `service.py` | Tool要求を生成処理へ振り分け | +| `model_manager.py` | checkpoint / VAE / LoRA / ControlNetの管理 | +| `pipeline_factory.py` | Diffusers pipeline構築 | +| `preprocessors/depth.py` | Midas前処理 | +| `preprocessors/openpose.py` | Openpose / Openpose Full前処理 | +| `tools/*` | MCP Toolからserviceへの薄いadapter | + +--- + +## 5. 起動フロー + +| Step | 処理 | +|---|---| +| 1 | CLI引数を解析 | +| 2 | TOMLを読込 | +| 3 | 設定値をvalidation | +| 4 | モデルパスを解決 | +| 5 | checkpoint存在確認 | +| 6 | VAE / LoRA / ControlNet存在確認 | +| 7 | Base SD1.x pipelineを構築 | +| 8 | VAEを適用 | +| 9 | LoRAを順次ロード | +| 10 | GPUへ配置 | +| 11 | MCP Toolを公開 | +| 12 | リクエスト待受開始 | + +モデル構成の初期化に失敗した場合はToolを公開せず、プロセスを異常終了する。 + +--- + +## 6. 設定オブジェクト + +推奨内部型: + +```python +@dataclass(frozen=True) +class LoRAConfig: + file: str + weight: float = 1.0 + +@dataclass(frozen=True) +class ModelConfig: + root: Path + checkpoint: str + vae: str | None + loras: tuple[LoRAConfig, ...] + +@dataclass(frozen=True) +class GenerationConfig: + steps: int + cfg_scale: float + scheduler: str + default_size: str +``` + +Pydanticは必須とせず、`tomllib + dataclass + 明示的validation`を基本とする。 + +--- + +## 7. モデルパス解決 + +| 種類 | 解決先 | +|---|---| +| checkpoint | `/checkpoints/` | +| VAE | `/vae/` | +| LoRA | `/lora/` | +| ControlNet | `/controlnet/` | + +設計上、MCP入力から任意モデルパスを指定することは禁止する。 + +--- + +## 8. Diffusers構成 + +| 機能 | 実装方針 | +|---|---| +| Base model | SD1.x互換checkpointをロード | +| VAE | 設定された場合のみ置換 | +| LoRA | 複数adapterをロード | +| LoRA weight | `set_adapters`相当で適用 | +| LoRA fuse | 将来オプション。初期実装では必須としない | +| dtype | FP16 | +| device | CUDA | +| scheduler | TOMLで指定 | +| batch | 1 | +| images per prompt | 1 | +| CPU offload | 初期値OFF | + +--- + +## 9. ControlNet設計 + +### 9.1 モード + +| MCP mode | ControlNet | Preprocessor | +|---|---|---| +| `depth` | Depth 1.1 | Midas | +| `openpose` | Openpose 1.1 | body | +| `openpose_full` | Openpose 1.1 | body + hand + face | +| `inpaint` | Inpaint 1.1 | mask生成規約に従う | + +### 9.2 パイプライン + +```text +Depth/Openpose: +input image + │ + ▼ +preprocessor + │ + ▼ +control image + │ + ▼ +StableDiffusionControlNetPipeline + │ + ▼ +PNG +``` + +```text +Inpaint: +input image + mask + │ + ▼ +ControlNet Inpaint input + │ + ▼ +Inpaint-compatible pipeline + │ + ▼ +PNG +``` + +### 9.3 ロード方針 + +8GB級GPUを主対象とするため、ControlNetは必要時ロードを基本候補とする。 + +| 状態 | 動作 | +|---|---| +| 未ロード | 必要なControlNetをロード | +| 同一ControlNet | 再利用 | +| 別ControlNet要求 | 既存ControlNetを解放後ロード | +| generation中 | 切替禁止 | + +--- + +## 10. MCP Tool設計 + +### `generate_image` + +```text +Input: +- positive_prompt +- negative_prompt? +- size? + +Output: +- image/png +- generation metadata +``` + +### `generate_guided_image` + +```text +Input: +- positive_prompt +- negative_prompt? +- control_mode: depth | openpose | openpose_full +- input_image +- size? + +Output: +- image/png +- generation metadata +``` + +### `inpaint_image` + +```text +Input: +- positive_prompt +- negative_prompt? +- input_image +- mask_image +- size? + +Output: +- image/png +- generation metadata +``` + +Tool層はDiffusers APIを直接呼ばず、必ずService層を経由する。 + +--- + +## 11. 生成キュー + +```text +MCP Request + │ + ▼ +asyncio.Semaphore(1) + │ + ▼ +GenerationService + │ + ▼ +GPU +``` + +| 項目 | 方針 | +|---|---| +| 同時GPU処理 | 1 | +| キュー | FIFO相当 | +| OOM防止 | 並列生成禁止 | +| cancellation | MCP SDKで扱える範囲で対応 | +| timeout | 設定値として追加可能 | + +--- + +## 12. 出力 + +| 項目 | 仕様 | +|---|---| +| Format | PNG | +| MCP返却 | ImageContent相当 | +| ローカル保存 | 設定により有効化可能 | +| ファイル名 | UUIDまたはgeneration ID | +| metadata | seed, size, mode, timestamp等 | +| prompt保存 | ログ方針により設定 | + +--- + +## 13. エラー設計 + +| エラー分類 | 例 | 処理 | +|---|---|---| +| CONFIG_ERROR | TOML不正 | 起動失敗 | +| MODEL_NOT_FOUND | モデル未配置 | 起動失敗 | +| MODEL_INCOMPATIBLE | SD1.x非互換 | 起動失敗 | +| INVALID_REQUEST | 不正size / mode | Tool error | +| INVALID_IMAGE | 画像形式不正 | Tool error | +| CUDA_OOM | VRAM不足 | Tool error + GPU状態回復 | +| GENERATION_FAILED | 推論例外 | Tool error | +| INTERNAL_ERROR | 想定外例外 | ログ出力 + Tool error | + +--- + +## 14. pyproject / uv方針 + +### Runtime依存 + +| Package | 用途 | +|---|---| +| `mcp` | MCP server | +| `torch` | CUDA / Tensor | +| `diffusers` | SD / ControlNet | +| `transformers` | CLIP | +| `peft` | LoRA | +| `safetensors` | モデル形式 | +| `pillow` | 画像I/O | +| `numpy` | 数値処理 | +| `opencv-python` | 画像前処理 | + +### Development依存 + +| Package | 用途 | +|---|---| +| `pytest` | テスト | +| `ruff` | lint / format | +| `pyright` | 型チェック | + +### 例 + +```toml +[project] +name = "mcp-sd15" +version = "0.1.0" +requires-python = ">=3.11,<3.12" + +[project.scripts] +mcp-sd15 = "mcp_sd15.cli:main" +``` + +運用は`pyproject.toml + uv.lock`を基準とする。 + +--- + +## 15. テスト設計 + +| テスト種別 | GPU | 内容 | +|---|---:|---| +| Config parsing | 不要 | TOML読込・型検証 | +| Path resolution | 不要 | モデルパス解決 | +| MCP schema | 不要 | Tool schema検証 | +| Request validation | 不要 | mode / size / image必須条件 | +| Service routing | 不要 | 適切なbackend呼出 | +| Model load smoke | 必要 | checkpoint / VAE / LoRA | +| Txt2Img smoke | 必要 | 512x512生成 | +| Depth smoke | 必要 | ControlNet Depth | +| Openpose smoke | 必要 | Openpose / Full | +| Inpaint smoke | 必要 | mask付き生成 | + +--- + +## 16. 将来拡張 + +初期設計では以下を実装対象外とする。 + +| 項目 | 方針 | +|---|---| +| SDXL / FLUX | 対象外 | +| Multi-ControlNet | 対象外 | +| MCPからのモデル切替 | 対象外 | +| 任意width / height | 対象外 | +| batch > 1 | 対象外 | +| LoRA動的追加 | 対象外 | +| Web UI | 対象外 | +| 学習機能 | 対象外 | +| 複数GPU | 対象外 | + +必要になった場合のみ、既存のService / ModelManager境界を維持したまま拡張する。 diff --git a/doc/Specifications.md b/doc/Specifications.md new file mode 100644 index 0000000..3d2cd28 --- /dev/null +++ b/doc/Specifications.md @@ -0,0 +1,256 @@ +# Specifications.md + +## 1. 目的 + +本システムは、LLMがMCP経由でローカルGPU上のStable Diffusion 1.x互換モデルを利用して画像生成・画像誘導生成・インペイントを実行できるMCPサーバを提供する。 + +LLM側には生成意図に必要な最小限の入力のみを公開し、モデル構成・VAE・LoRA・ControlNet・生成パラメータなどの実行環境設定はMCPサーバ側で管理する。 + +--- + +## 2. スコープ + +| 区分 | 内容 | +|---|---| +| 対応モデル | Stable Diffusion 1.x互換モデル | +| モデル差し替え | 対応 | +| VAE差し替え | 対応 | +| LoRA | 複数指定・重み指定に対応 | +| ControlNet | ControlNet 1.1 Depth / Openpose / Inpaint | +| MCP経由のモデル変更 | 非対応 | +| モデル・生成設定 | TOML設定ファイルで管理 | +| CLI | `--config`, `--version` のみ | +| パッケージ管理 | uv | +| 実装言語 | Python 3.11 | +| GPU | NVIDIA CUDA GPUを主対象 | +| 主対象VRAM | 8GB級 | +| バッチ生成 | 1枚固定 | +| 同時生成 | 1ジョブのみ | +| 出力形式 | PNG | + +--- + +## 3. 機能要件 + +### 3.1 MCPツール + +| Tool | 用途 | 必須入力 | 任意入力 | +|---|---|---|---| +| `generate_image` | Text-to-Image | `positive_prompt` | `negative_prompt`, `size` | +| `generate_guided_image` | Depth / Openposeによる誘導生成 | `positive_prompt`, `control_mode`, `input_image` | `negative_prompt`, `size` | +| `inpaint_image` | 指定領域の再生成 | `positive_prompt`, `input_image`, `mask_image` | `negative_prompt`, `size` | + +### 3.2 `generate_image` + +| 項目 | 仕様 | +|---|---| +| positive_prompt | 必須文字列 | +| negative_prompt | 任意文字列。未指定時は空文字 | +| size | 許可済みサイズの列挙値 | +| 出力 | PNG画像1枚 | +| seed | 内部生成。結果メタデータへの記録は可 | + +### 3.3 `generate_guided_image` + +| 項目 | 仕様 | +|---|---| +| positive_prompt | 必須文字列 | +| negative_prompt | 任意文字列 | +| control_mode | `depth`, `openpose`, `openpose_full` | +| input_image | 必須 | +| size | 許可済みサイズの列挙値 | +| ControlNet同時利用 | 1種類のみ | + +### 3.4 `inpaint_image` + +| 項目 | 仕様 | +|---|---| +| positive_prompt | 必須文字列 | +| negative_prompt | 任意文字列 | +| input_image | 必須 | +| mask_image | 必須 | +| size | 許可済みサイズの列挙値 | +| 出力 | PNG画像1枚 | + +--- + +## 4. ControlNet要件 + +| モード | モデル | 入力 | 前処理 | +|---|---|---|---| +| Depth | ControlNet 1.1 Depth | 元画像 | Midas固定 | +| Openpose | ControlNet 1.1 Openpose | 元画像 | body | +| Openpose Full | ControlNet 1.1 Openpose | 元画像 | body + hand + face | +| Inpaint | ControlNet 1.1 Inpaint | 元画像 + mask | 専用Inpaint入力 | + +### 制約 + +| 項目 | 仕様 | +|---|---| +| Multi-ControlNet | 非対応 | +| Preprocessor選択 | MCPには公開しない | +| ControlNet strength | MCPには公開しない | +| ControlNetモデル切替 | 設定ファイルで管理 | +| GPU常駐 | 必要時ロード方式を許容 | + +--- + +## 5. 画像サイズ + +初期対応サイズはStable Diffusion 1.xの512px基準に限定する。 + +| ID | 解像度 | 用途 | +|---|---:|---| +| `square_512` | 512 x 512 | 標準 | +| `landscape_512` | 512 x 384 | 横長 | +| `portrait_512` | 384 x 512 | 縦長 | + +自由なwidth/height指定はMCPには公開しない。 + +--- + +## 6. モデル設定要件 + +### 6.1 設定方法 + +| 項目 | 仕様 | +|---|---| +| 設定形式 | TOML | +| 設定指定 | CLI `--config PATH` | +| デフォルト設定 | アプリケーション側で最小限保持可 | +| CLI上書き | 行わない | +| MCP経由変更 | 行わない | +| 起動時検証 | 必須 | + +### 6.2 モデル構成 + +| 項目 | 仕様 | +|---|---| +| Base checkpoint | 1ファイル | +| VAE | 0または1ファイル | +| LoRA | 0個以上 | +| LoRA weight | LoRAごとに指定 | +| ControlNet | Depth / Openpose / Inpaintを個別設定 | +| モデルルート | TOMLで1つのルートディレクトリを指定 | + +### 6.3 推奨ディレクトリ + +```text +models/ +├─ checkpoints/ +├─ vae/ +├─ lora/ +└─ controlnet/ +``` + +設定値には原則としてファイル名を記述し、内部で用途別ディレクトリへ解決する。 + +--- + +## 7. 設定ファイル仕様 + +例: + +```toml +[model] +root = "D:/AI/models" +checkpoint = "model.safetensors" +vae = "vae.safetensors" + +[[model.lora]] +file = "detail.safetensors" +weight = 0.8 + +[[model.lora]] +file = "style.safetensors" +weight = 0.5 + +[generation] +steps = 25 +cfg_scale = 7.0 +scheduler = "dpmpp_2m" +default_size = "square_512" + +[controlnet.depth] +enabled = true +model = "control_v11f1p_sd15_depth.safetensors" +preprocessor = "midas" + +[controlnet.openpose] +enabled = true +model = "control_v11p_sd15_openpose.safetensors" + +[controlnet.inpaint] +enabled = true +model = "control_v11p_sd15_inpaint.safetensors" + +[output] +directory = "./outputs" +``` + +--- + +## 8. CLI要件 + +| 引数 | 仕様 | +|---|---| +| `--config PATH` | 使用するTOML設定ファイルを指定 | +| `--version` | アプリケーションのバージョンを表示 | + +その他の実行設定はCLIでは提供しない。 + +--- + +## 9. 非機能要件 + +| 分類 | 要件 | +|---|---| +| VRAM | 8GB級GPUでの動作を主対象 | +| Precision | FP16を基本 | +| Batch | 1固定 | +| 同時実行 | 1生成のみ | +| キュー | 単一GPUキュー | +| ネットワーク | 推論時に外部通信を必須としない | +| モデルDL | 起動時の自動ダウンロードを前提としない | +| 異常系 | 設定不正・モデル不正は起動時エラー | +| ログ | 実行状態、モデル構成、エラーを記録 | +| 再現性 | seedを結果メタデータとして記録可能 | +| セキュリティ | 設定外パスへの任意アクセスを避ける | +| 保守性 | MCP層と画像生成層を分離 | + +--- + +## 10. 主要コンポーネント + +| コンポーネント | 役割 | +|---|---| +| Python 3.11 | 実装言語 | +| uv | Python・依存関係・仮想環境・lock管理 | +| MCP Python SDK | MCP server実装 | +| PyTorch | CUDA / Tensor実行 | +| Diffusers | SD1.x / VAE / LoRA / ControlNet統合 | +| Transformers | CLIP tokenizer / text encoder | +| PEFT | LoRA adapter管理 | +| Safetensors | モデルファイル読込 | +| Pillow | 画像入出力 | +| NumPy | 画像・前処理 | +| OpenCV | 必要な画像前処理 | +| tomllib | TOML設定読込 | +| pytest | テスト | +| Ruff | lint / format | +| Pyright | 静的型チェック | + +--- + +## 11. 完了条件 + +| ID | 完了条件 | +|---|---| +| G1 | TOMLからcheckpoint / VAE / 複数LoRAをロードできる | +| G2 | `generate_image`でPNG画像を1枚生成できる | +| G3 | Depth / Openpose / Openpose Full生成が動作する | +| G4 | Inpaintが元画像+maskから動作する | +| G5 | 3ツールすべてMCP経由で呼び出せる | +| G6 | 同時生成が1ジョブに制御される | +| G7 | 不正設定・不正モデル時に起動失敗する | +| G8 | GPU不要の設定・schemaテストが自動実行できる | diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..5b9cd71 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,56 @@ +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[project] +name = "mcp-sd15" +version = "0.1.0" +description = "MCP server for local Stable Diffusion 1.x image generation" +readme = "README.md" +requires-python = ">=3.11,<3.12" +dependencies = [ + "accelerate>=1.1", + "controlnet-aux>=0.0.10", + "diffusers>=0.35", + "mcp>=2,<3", + "numpy>=1.26,<3", + "opencv-python-headless>=4.10", + "peft>=0.13", + "pillow>=10.4", + "safetensors>=0.4", + "torch>=2.4", + "transformers>=4.45", +] + +[project.scripts] +mcp-sd15 = "mcp_sd15.cli:main" + +[dependency-groups] +dev = [ + "pyright>=1.1.390", + "pytest>=8.3", + "pytest-asyncio>=0.24", + "ruff>=0.8", +] + +[tool.hatch.build.targets.wheel] +packages = ["src/mcp_sd15"] + +[tool.pytest.ini_options] +addopts = "-ra" +testpaths = ["tests"] +asyncio_mode = "auto" + +[tool.ruff] +line-length = 100 +target-version = "py311" + +[tool.ruff.lint] +select = ["E", "F", "I", "UP", "B", "SIM", "RUF"] + +[tool.pyright] +pythonVersion = "3.11" +typeCheckingMode = "standard" +include = ["src", "tests"] +venvPath = "." +venv = ".venv" diff --git a/src/mcp_sd15/__init__.py b/src/mcp_sd15/__init__.py new file mode 100644 index 0000000..0c8e718 --- /dev/null +++ b/src/mcp_sd15/__init__.py @@ -0,0 +1,3 @@ +"""Local Stable Diffusion 1.x MCP server.""" + +__version__ = "0.1.0" diff --git a/src/mcp_sd15/__main__.py b/src/mcp_sd15/__main__.py new file mode 100644 index 0000000..eb53e2f --- /dev/null +++ b/src/mcp_sd15/__main__.py @@ -0,0 +1,3 @@ +from .cli import main + +raise SystemExit(main()) diff --git a/src/mcp_sd15/cli.py b/src/mcp_sd15/cli.py new file mode 100644 index 0000000..8bc1e20 --- /dev/null +++ b/src/mcp_sd15/cli.py @@ -0,0 +1,48 @@ +"""Command-line entry point.""" + +from __future__ import annotations + +import argparse +import logging +from collections.abc import Sequence +from pathlib import Path + +from . import __version__ +from .config import load_config +from .errors import SD15Error +from .model_manager import ModelManager +from .server import create_server +from .service import ImageGenerationService + + +def parser() -> argparse.ArgumentParser: + result = argparse.ArgumentParser(prog="mcp-sd15") + result.add_argument("--config", type=Path, default=Path("config.toml")) + result.add_argument("--version", action="version", version=f"%(prog)s {__version__}") + return result + + +def main(argv: Sequence[str] | None = None) -> int: + args = parser().parse_args(argv) + logging.basicConfig( + level=logging.INFO, + format="%(asctime)s %(levelname)s %(name)s: %(message)s", + ) + try: + config = load_config(args.config) + logging.getLogger(__name__).info( + "loading checkpoint=%s loras=%d", + config.model.checkpoint_path(), + len(config.model.loras), + ) + backend = ModelManager(config) + service = ImageGenerationService(config, backend) + create_server(service).run() + except SD15Error as exc: + logging.getLogger(__name__).error("startup failed: %s", exc) + return 2 + return 0 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/src/mcp_sd15/config.py b/src/mcp_sd15/config.py new file mode 100644 index 0000000..5bbe225 --- /dev/null +++ b/src/mcp_sd15/config.py @@ -0,0 +1,237 @@ +"""TOML configuration loading and model path confinement.""" + +from __future__ import annotations + +import math +import tomllib +from dataclasses import dataclass +from pathlib import Path +from typing import Any + +from .errors import ConfigError + +VALID_SIZES = frozenset({"square_512", "landscape_512", "portrait_512"}) +VALID_SCHEDULERS = frozenset({"dpmpp_2m", "ddim", "euler", "euler_a"}) + + +@dataclass(frozen=True) +class LoRAConfig: + file: str + weight: float = 1.0 + + +@dataclass(frozen=True) +class ModelConfig: + root: Path + checkpoint: str + vae: str | None + loras: tuple[LoRAConfig, ...] + + def checkpoint_path(self) -> Path: + return self.root / "checkpoints" / self.checkpoint + + def vae_path(self) -> Path | None: + return self.root / "vae" / self.vae if self.vae else None + + def lora_paths(self) -> tuple[Path, ...]: + return tuple(self.root / "lora" / item.file for item in self.loras) + + +@dataclass(frozen=True) +class GenerationConfig: + steps: int = 25 + cfg_scale: float = 7.0 + scheduler: str = "dpmpp_2m" + default_size: str = "square_512" + + +@dataclass(frozen=True) +class ControlModelConfig: + enabled: bool + model: str | None + preprocessor: str | None = None + + +@dataclass(frozen=True) +class ControlNetConfig: + depth: ControlModelConfig + openpose: ControlModelConfig + inpaint: ControlModelConfig + + def for_mode(self, mode: str) -> ControlModelConfig: + key = "openpose" if mode == "openpose_full" else mode + if key not in {"depth", "openpose", "inpaint"}: + raise ConfigError(f"unknown ControlNet mode: {mode}") + return getattr(self, key) + + +@dataclass(frozen=True) +class OutputConfig: + directory: Path + enabled: bool = False + + +@dataclass(frozen=True) +class AppConfig: + model: ModelConfig + generation: GenerationConfig + controlnet: ControlNetConfig + output: OutputConfig + + def controlnet_path(self, mode: str) -> Path: + item = self.controlnet.for_mode(mode) + if not item.enabled or not item.model: + raise ConfigError(f"ControlNet mode is disabled: {mode}") + return self.model.root / "controlnet" / item.model + + +def _table(data: dict[str, Any], key: str, *, required: bool = False) -> dict[str, Any]: + value = data.get(key) + if value is None and not required: + return {} + if not isinstance(value, dict): + raise ConfigError(f"[{key}] must be a TOML table") + return value + + +def _string(table: dict[str, Any], key: str, *, required: bool = False) -> str | None: + value = table.get(key) + if value is None and not required: + return None + if not isinstance(value, str) or not value.strip(): + raise ConfigError(f"{key} must be a non-empty string") + return value.strip() + + +def _filename(value: str | None, label: str) -> str | None: + if value is None: + return None + path = Path(value) + if path.name != value or path.is_absolute() or value in {".", ".."}: + raise ConfigError(f"{label} must be a file name, not a path") + return value + + +def _bool(table: dict[str, Any], key: str, default: bool) -> bool: + value = table.get(key, default) + if not isinstance(value, bool): + raise ConfigError(f"{key} must be a boolean") + return value + + +def _number(table: dict[str, Any], key: str, default: float) -> float: + value = table.get(key, default) + if isinstance(value, bool) or not isinstance(value, int | float): + raise ConfigError(f"{key} must be a number") + result = float(value) + if not math.isfinite(result): + raise ConfigError(f"{key} must be finite") + return result + + +def _control(table: dict[str, Any], name: str) -> ControlModelConfig: + enabled = _bool(table, "enabled", False) + model = _filename(_string(table, "model"), f"controlnet.{name}.model") + if enabled and model is None: + raise ConfigError(f"controlnet.{name}.model is required when enabled") + preprocessor = _string(table, "preprocessor") + if name == "depth" and preprocessor not in {None, "midas"}: + raise ConfigError("controlnet.depth.preprocessor must be 'midas'") + return ControlModelConfig( + enabled, model, preprocessor or ("midas" if name == "depth" else None) + ) + + +def load_config(path: str | Path, *, validate_paths: bool = True) -> AppConfig: + """Load a configuration file, validating all values and local model paths.""" + config_path = Path(path).expanduser().resolve() + try: + with config_path.open("rb") as stream: + raw = tomllib.load(stream) + except (OSError, tomllib.TOMLDecodeError) as exc: + raise ConfigError(f"cannot read config {config_path}: {exc}") from exc + + model_raw = _table(raw, "model", required=True) + root_value = _string(model_raw, "root", required=True) + assert root_value is not None + root = Path(root_value).expanduser() + if not root.is_absolute(): + root = config_path.parent / root + root = root.resolve() + checkpoint = _filename(_string(model_raw, "checkpoint", required=True), "model.checkpoint") + assert checkpoint is not None + vae = _filename(_string(model_raw, "vae"), "model.vae") + + lora_raw = model_raw.get("lora", []) + if not isinstance(lora_raw, list): + raise ConfigError("model.lora must be an array of tables") + loras: list[LoRAConfig] = [] + for index, value in enumerate(lora_raw): + if not isinstance(value, dict): + raise ConfigError(f"model.lora[{index}] must be a table") + file = _filename(_string(value, "file", required=True), f"model.lora[{index}].file") + weight = _number(value, "weight", 1.0) + if not -4.0 <= weight <= 4.0: + raise ConfigError(f"model.lora[{index}].weight must be between -4 and 4") + assert file is not None + loras.append(LoRAConfig(file, weight)) + if len({item.file for item in loras}) != len(loras): + raise ConfigError("LoRA file names must be unique") + + generation_raw = _table(raw, "generation") + steps_value = generation_raw.get("steps", 25) + if ( + isinstance(steps_value, bool) + or not isinstance(steps_value, int) + or not 1 <= steps_value <= 150 + ): + raise ConfigError("generation.steps must be an integer between 1 and 150") + cfg_scale = _number(generation_raw, "cfg_scale", 7.0) + if not 0 <= cfg_scale <= 30: + raise ConfigError("generation.cfg_scale must be between 0 and 30") + scheduler = _string(generation_raw, "scheduler") or "dpmpp_2m" + if scheduler not in VALID_SCHEDULERS: + raise ConfigError(f"unsupported scheduler: {scheduler}") + default_size = _string(generation_raw, "default_size") or "square_512" + if default_size not in VALID_SIZES: + raise ConfigError(f"unsupported default_size: {default_size}") + + control_raw = _table(raw, "controlnet") + controlnet = ControlNetConfig( + depth=_control(_table(control_raw, "depth"), "depth"), + openpose=_control(_table(control_raw, "openpose"), "openpose"), + inpaint=_control(_table(control_raw, "inpaint"), "inpaint"), + ) + output_raw = _table(raw, "output") + output_value = _string(output_raw, "directory") or "./outputs" + output_dir = Path(output_value).expanduser() + if not output_dir.is_absolute(): + output_dir = config_path.parent / output_dir + + config = AppConfig( + model=ModelConfig(root, checkpoint, vae, tuple(loras)), + generation=GenerationConfig(steps_value, cfg_scale, scheduler, default_size), + controlnet=controlnet, + output=OutputConfig(output_dir.resolve(), _bool(output_raw, "enabled", False)), + ) + if validate_paths: + validate_model_paths(config) + return config + + +def validate_model_paths(config: AppConfig) -> None: + """Fail before GPU initialization when a configured model file is absent.""" + if not config.model.root.is_dir(): + raise ConfigError(f"model root directory not found: {config.model.root}") + required = [config.model.checkpoint_path()] + vae = config.model.vae_path() + if vae: + required.append(vae) + required.extend(config.model.lora_paths()) + for mode in ("depth", "openpose", "inpaint"): + item = config.controlnet.for_mode(mode) + if item.enabled: + required.append(config.controlnet_path(mode)) + missing = [str(path) for path in required if not path.is_file()] + if missing: + raise ConfigError("model file(s) not found: " + ", ".join(missing)) diff --git a/src/mcp_sd15/errors.py b/src/mcp_sd15/errors.py new file mode 100644 index 0000000..59ba567 --- /dev/null +++ b/src/mcp_sd15/errors.py @@ -0,0 +1,21 @@ +"""Application error types exposed at architectural boundaries.""" + + +class SD15Error(Exception): + """Base application error.""" + + +class ConfigError(SD15Error): + """Configuration is invalid or incomplete.""" + + +class InvalidRequestError(SD15Error): + """A tool request is invalid.""" + + +class InvalidImageError(InvalidRequestError): + """An input is not a supported image.""" + + +class GenerationError(SD15Error): + """The inference backend failed.""" diff --git a/src/mcp_sd15/images.py b/src/mcp_sd15/images.py new file mode 100644 index 0000000..4b9cf3c --- /dev/null +++ b/src/mcp_sd15/images.py @@ -0,0 +1,62 @@ +"""Safe conversion between MCP Base64 inputs and Pillow images.""" + +from __future__ import annotations + +import base64 +import binascii +import io +import json +from typing import Any + +from PIL import Image, PngImagePlugin, UnidentifiedImageError + +from .errors import InvalidImageError + +MAX_ENCODED_LENGTH = 36_000_000 +MAX_PIXELS = 40_000_000 +SUPPORTED_FORMATS = frozenset({"PNG", "JPEG"}) + + +def decode_image(value: str, *, mask: bool = False) -> Image.Image: + """Decode a bounded PNG/JPEG Base64 value or data URI and fully validate it.""" + if not isinstance(value, str) or len(value) > MAX_ENCODED_LENGTH: + raise InvalidImageError("image Base64 input is missing or too large") + payload = value.strip() + if payload.startswith("data:"): + try: + header, payload = payload.split(",", 1) + except ValueError as exc: + raise InvalidImageError("malformed image data URI") from exc + if header.lower() not in { + "data:image/png;base64", + "data:image/jpeg;base64", + "data:image/jpg;base64", + }: + raise InvalidImageError("data URI must contain a Base64 PNG or JPEG") + try: + raw = base64.b64decode(payload, validate=True) + except (binascii.Error, ValueError) as exc: + raise InvalidImageError("image is not valid Base64") from exc + try: + with Image.open(io.BytesIO(raw)) as opened: + if opened.format not in SUPPORTED_FORMATS: + raise InvalidImageError("only PNG and JPEG images are supported") + if opened.width * opened.height > MAX_PIXELS: + raise InvalidImageError("image pixel count exceeds the safety limit") + opened.load() + return opened.convert("L" if mask else "RGB") + except InvalidImageError: + raise + except (OSError, UnidentifiedImageError, Image.DecompressionBombError) as exc: + raise InvalidImageError("input is not a valid PNG or JPEG image") from exc + + +def encode_png(image: Image.Image, metadata: dict[str, Any]) -> bytes: + """Serialize one RGB image as PNG with stable textual generation metadata.""" + info = PngImagePlugin.PngInfo() + for key, value in metadata.items(): + text = json.dumps(value) if isinstance(value, (dict, list)) else str(value) + info.add_text(str(key), text) + output = io.BytesIO() + image.convert("RGB").save(output, format="PNG", pnginfo=info) + return output.getvalue() diff --git a/src/mcp_sd15/model_manager.py b/src/mcp_sd15/model_manager.py new file mode 100644 index 0000000..c2bd166 --- /dev/null +++ b/src/mcp_sd15/model_manager.py @@ -0,0 +1,142 @@ +"""Diffusers-backed generation and on-demand ControlNet management.""" + +from __future__ import annotations + +import gc +from typing import Any + +import numpy as np +from PIL import Image + +from .config import AppConfig +from .errors import GenerationError +from .pipeline_factory import PipelineFactory +from .preprocessors.depth import DepthPreprocessor +from .preprocessors.openpose import OpenPosePreprocessor +from .schema import GuidedImageRequest, InpaintImageRequest, TextToImageRequest + + +class ModelManager: + """Own all model state; construction validates model compatibility at startup.""" + + def __init__(self, config: AppConfig) -> None: + self.config = config + self.factory = PipelineFactory(config) + self.base = self.factory.create_base() + self._control_mode: str | None = None + self._controlnet: Any | None = None + self._control_pipeline: Any | None = None + self._depth = DepthPreprocessor() + self._openpose = OpenPosePreprocessor() + + def text_to_image(self, request: TextToImageRequest, seed: int) -> Image.Image: + width, height = request.size.dimensions + result = self.base( + prompt=request.positive_prompt, + negative_prompt=request.negative_prompt, + width=width, + height=height, + num_inference_steps=self.config.generation.steps, + guidance_scale=self.config.generation.cfg_scale, + num_images_per_prompt=1, + generator=self._generator(seed), + ) + return self._one_image(result) + + def guided_image( + self, request: GuidedImageRequest, image: Image.Image, seed: int + ) -> Image.Image: + width, height = request.size.dimensions + image = image.resize((width, height), Image.Resampling.LANCZOS) + if request.control_mode == "depth": + control_image = self._depth(image) + else: + control_image = self._openpose(image, full=request.control_mode == "openpose_full") + pipeline = self._pipeline_for(str(request.control_mode), inpaint=False) + result = pipeline( + prompt=request.positive_prompt, + negative_prompt=request.negative_prompt, + image=control_image, + width=width, + height=height, + num_inference_steps=self.config.generation.steps, + guidance_scale=self.config.generation.cfg_scale, + num_images_per_prompt=1, + generator=self._generator(seed), + ) + return self._one_image(result) + + def inpaint_image( + self, + request: InpaintImageRequest, + image: Image.Image, + mask: Image.Image, + seed: int, + ) -> Image.Image: + width, height = request.size.dimensions + image = image.resize((width, height), Image.Resampling.LANCZOS) + mask = mask.resize((width, height), Image.Resampling.NEAREST) + control_image = self._inpaint_condition(image, mask) + pipeline = self._pipeline_for("inpaint", inpaint=True) + result = pipeline( + prompt=request.positive_prompt, + negative_prompt=request.negative_prompt, + image=image, + mask_image=mask, + control_image=control_image, + width=width, + height=height, + num_inference_steps=self.config.generation.steps, + guidance_scale=self.config.generation.cfg_scale, + num_images_per_prompt=1, + generator=self._generator(seed), + ) + return self._one_image(result) + + def _pipeline_for(self, mode: str, *, inpaint: bool) -> Any: + model_mode = "openpose" if mode == "openpose_full" else mode + if self._control_mode == model_mode and self._control_pipeline is not None: + return self._control_pipeline + self._release_controlnet() + self._controlnet = self.factory.create_controlnet(self.config.controlnet_path(model_mode)) + self._control_pipeline = ( + self.factory.create_inpaint_pipeline(self.base, self._controlnet) + if inpaint + else self.factory.create_guided_pipeline(self.base, self._controlnet) + ) + self._control_mode = model_mode + return self._control_pipeline + + def _release_controlnet(self) -> None: + self._control_pipeline = None + self._controlnet = None + self._control_mode = None + gc.collect() + try: + import torch + + torch.cuda.empty_cache() + except ImportError: + pass + + @staticmethod + def _generator(seed: int) -> Any: + import torch + + return torch.Generator(device="cuda").manual_seed(seed) + + @staticmethod + def _inpaint_condition(image: Image.Image, mask: Image.Image) -> Any: + import torch + + image_array = np.asarray(image.convert("RGB"), dtype=np.float32) / 255.0 + mask_array = np.asarray(mask.convert("L"), dtype=np.float32) / 255.0 + image_array[mask_array > 0.5] = -1.0 + return torch.from_numpy(image_array[None].transpose(0, 3, 1, 2)) + + @staticmethod + def _one_image(result: Any) -> Image.Image: + images = getattr(result, "images", None) + if not images or len(images) != 1 or not isinstance(images[0], Image.Image): + raise GenerationError("Diffusers did not return exactly one image") + return images[0] diff --git a/src/mcp_sd15/pipeline_factory.py b/src/mcp_sd15/pipeline_factory.py new file mode 100644 index 0000000..cd92690 --- /dev/null +++ b/src/mcp_sd15/pipeline_factory.py @@ -0,0 +1,133 @@ +"""Lazy Diffusers construction kept outside the MCP layer.""" + +from __future__ import annotations + +from pathlib import Path +from typing import Any + +from .config import AppConfig +from .errors import ConfigError + + +class PipelineFactory: + """Build SD1.x pipelines in FP16 without network access.""" + + def __init__(self, config: AppConfig) -> None: + self.config = config + + @staticmethod + def _runtime() -> tuple[Any, Any]: + try: + import diffusers + import torch + except ImportError as exc: + raise ConfigError(f"inference dependency is unavailable: {exc}") from exc + if not torch.cuda.is_available(): + raise ConfigError("CUDA GPU is required but torch.cuda.is_available() is false") + return torch, diffusers + + def create_base(self) -> Any: + torch, diffusers = self._runtime() + try: + pipeline = diffusers.StableDiffusionPipeline.from_single_file( + str(self.config.model.checkpoint_path()), + torch_dtype=torch.float16, + local_files_only=True, + ) + vae_path = self.config.model.vae_path() + if vae_path is not None: + pipeline.vae = diffusers.AutoencoderKL.from_single_file( + str(vae_path), + torch_dtype=torch.float16, + local_files_only=True, + ) + adapter_names: list[str] = [] + adapter_weights: list[float] = [] + for index, (item, path) in enumerate( + zip(self.config.model.loras, self.config.model.lora_paths(), strict=True) + ): + name = f"configured_lora_{index}" + pipeline.load_lora_weights( + str(path.parent), + weight_name=path.name, + adapter_name=name, + local_files_only=True, + ) + adapter_names.append(name) + adapter_weights.append(item.weight) + if adapter_names: + pipeline.set_adapters(adapter_names, adapter_weights=adapter_weights) + pipeline.scheduler = self._scheduler(pipeline.scheduler, diffusers) + pipeline.set_progress_bar_config(disable=True) + return pipeline.to("cuda") + except ConfigError: + raise + except Exception as exc: + raise ConfigError(f"failed to load SD1.x model configuration: {exc}") from exc + + def create_controlnet(self, path: Path) -> Any: + torch, diffusers = self._runtime() + try: + return diffusers.ControlNetModel.from_single_file( + str(path), torch_dtype=torch.float16, local_files_only=True + ).to("cuda") + except Exception as exc: + raise ConfigError(f"failed to load ControlNet model {path}: {exc}") from exc + + @staticmethod + def create_guided_pipeline(base: Any, controlnet: Any) -> Any: + from diffusers.pipelines.controlnet.pipeline_controlnet import ( + StableDiffusionControlNetPipeline, + ) + + components: dict[str, Any] = dict( + vae=base.vae, + text_encoder=base.text_encoder, + tokenizer=base.tokenizer, + unet=base.unet, + controlnet=controlnet, + scheduler=base.scheduler, + safety_checker=base.safety_checker, + feature_extractor=base.feature_extractor, + requires_safety_checker=getattr(base, "requires_safety_checker", False), + ) + if getattr(base, "image_encoder", None) is not None: + components["image_encoder"] = base.image_encoder + pipeline = StableDiffusionControlNetPipeline(**components) + pipeline.set_progress_bar_config(disable=True) + return pipeline.to("cuda") + + @staticmethod + def create_inpaint_pipeline(base: Any, controlnet: Any) -> Any: + from diffusers.pipelines.controlnet.pipeline_controlnet_inpaint import ( + StableDiffusionControlNetInpaintPipeline, + ) + + components: dict[str, Any] = dict( + vae=base.vae, + text_encoder=base.text_encoder, + tokenizer=base.tokenizer, + unet=base.unet, + controlnet=controlnet, + scheduler=base.scheduler, + safety_checker=base.safety_checker, + feature_extractor=base.feature_extractor, + requires_safety_checker=getattr(base, "requires_safety_checker", False), + ) + if getattr(base, "image_encoder", None) is not None: + components["image_encoder"] = base.image_encoder + pipeline = StableDiffusionControlNetInpaintPipeline(**components) + pipeline.set_progress_bar_config(disable=True) + return pipeline.to("cuda") + + def _scheduler(self, scheduler: Any, diffusers: Any) -> Any: + classes = { + "dpmpp_2m": diffusers.DPMSolverMultistepScheduler, + "ddim": diffusers.DDIMScheduler, + "euler": diffusers.EulerDiscreteScheduler, + "euler_a": diffusers.EulerAncestralDiscreteScheduler, + } + options = dict(scheduler.config) + if self.config.generation.scheduler == "dpmpp_2m": + options.update(algorithm_type="dpmsolver++", solver_order=2) + return classes[self.config.generation.scheduler].from_config(options) diff --git a/src/mcp_sd15/preprocessors/__init__.py b/src/mcp_sd15/preprocessors/__init__.py new file mode 100644 index 0000000..60e22ba --- /dev/null +++ b/src/mcp_sd15/preprocessors/__init__.py @@ -0,0 +1 @@ +"""Fixed ControlNet preprocessors.""" diff --git a/src/mcp_sd15/preprocessors/depth.py b/src/mcp_sd15/preprocessors/depth.py new file mode 100644 index 0000000..861b889 --- /dev/null +++ b/src/mcp_sd15/preprocessors/depth.py @@ -0,0 +1,24 @@ +"""MiDaS depth-map preprocessing.""" + +from __future__ import annotations + +from typing import cast + +from PIL import Image + + +class DepthPreprocessor: + """Lazily loads the fixed MiDaS annotator from the local cache.""" + + def __init__(self) -> None: + self._detector: object | None = None + + def __call__(self, image: Image.Image) -> Image.Image: + if self._detector is None: + from controlnet_aux import MidasDetector + + self._detector = MidasDetector.from_pretrained( + "lllyasviel/Annotators", local_files_only=True + ) + result = cast(Image.Image, self._detector(image)) # type: ignore[operator] + return result.convert("RGB") diff --git a/src/mcp_sd15/preprocessors/openpose.py b/src/mcp_sd15/preprocessors/openpose.py new file mode 100644 index 0000000..05c879b --- /dev/null +++ b/src/mcp_sd15/preprocessors/openpose.py @@ -0,0 +1,27 @@ +"""OpenPose body or body+hand+face preprocessing.""" + +from __future__ import annotations + +from PIL import Image + + +class OpenPosePreprocessor: + """Lazily loads the fixed OpenPose annotator from the local cache.""" + + def __init__(self) -> None: + self._detector: object | None = None + + def __call__(self, image: Image.Image, *, full: bool) -> Image.Image: + if self._detector is None: + from controlnet_aux import OpenposeDetector + + self._detector = OpenposeDetector.from_pretrained( + "lllyasviel/Annotators", local_files_only=True + ) + result = self._detector( # type: ignore[operator] + image, + include_body=True, + include_hand=full, + include_face=full, + ) + return result.convert("RGB") diff --git a/src/mcp_sd15/schema.py b/src/mcp_sd15/schema.py new file mode 100644 index 0000000..e22450d --- /dev/null +++ b/src/mcp_sd15/schema.py @@ -0,0 +1,142 @@ +"""Validated request and response types independent of MCP and Diffusers.""" + +from __future__ import annotations + +from dataclasses import dataclass +from enum import StrEnum +from typing import Any + +from .errors import InvalidRequestError + + +class ImageSize(StrEnum): + SQUARE_512 = "square_512" + LANDSCAPE_512 = "landscape_512" + PORTRAIT_512 = "portrait_512" + + @property + def dimensions(self) -> tuple[int, int]: + return { + ImageSize.SQUARE_512: (512, 512), + ImageSize.LANDSCAPE_512: (512, 384), + ImageSize.PORTRAIT_512: (384, 512), + }[self] + + +class ControlMode(StrEnum): + DEPTH = "depth" + OPENPOSE = "openpose" + OPENPOSE_FULL = "openpose_full" + + +def _prompt(value: Any, label: str, *, required: bool) -> str: + if value is None and not required: + return "" + if not isinstance(value, str): + raise InvalidRequestError(f"{label} must be a string") + value = value.strip() + if required and not value: + raise InvalidRequestError(f"{label} must not be empty") + if len(value) > 10_000: + raise InvalidRequestError(f"{label} is too long") + return value + + +def _size(value: str | ImageSize | None, default: str) -> ImageSize: + try: + return ImageSize(value or default) + except ValueError as exc: + raise InvalidRequestError(f"unsupported size: {value}") from exc + + +@dataclass(frozen=True) +class TextToImageRequest: + positive_prompt: str + negative_prompt: str + size: ImageSize + + @classmethod + def create( + cls, + positive_prompt: str, + negative_prompt: str | None = None, + size: str | ImageSize | None = None, + *, + default_size: str = ImageSize.SQUARE_512, + ) -> TextToImageRequest: + return cls( + _prompt(positive_prompt, "positive_prompt", required=True), + _prompt(negative_prompt, "negative_prompt", required=False), + _size(size, default_size), + ) + + +@dataclass(frozen=True) +class GuidedImageRequest: + positive_prompt: str + negative_prompt: str + size: ImageSize + control_mode: ControlMode + input_image: str + + @classmethod + def create( + cls, + positive_prompt: str, + control_mode: str | ControlMode, + input_image: str, + negative_prompt: str | None = None, + size: str | ImageSize | None = None, + *, + default_size: str = ImageSize.SQUARE_512, + ) -> GuidedImageRequest: + base = TextToImageRequest.create( + positive_prompt, negative_prompt, size, default_size=default_size + ) + try: + mode = ControlMode(control_mode) + except ValueError as exc: + raise InvalidRequestError(f"unsupported control_mode: {control_mode}") from exc + if not isinstance(input_image, str) or not input_image.strip(): + raise InvalidRequestError("input_image must be a non-empty Base64 string") + return cls(base.positive_prompt, base.negative_prompt, base.size, mode, input_image) + + +@dataclass(frozen=True) +class InpaintImageRequest: + positive_prompt: str + negative_prompt: str + size: ImageSize + input_image: str + mask_image: str + + @classmethod + def create( + cls, + positive_prompt: str, + input_image: str, + mask_image: str, + negative_prompt: str | None = None, + size: str | ImageSize | None = None, + *, + default_size: str = ImageSize.SQUARE_512, + ) -> InpaintImageRequest: + base = TextToImageRequest.create( + positive_prompt, negative_prompt, size, default_size=default_size + ) + for label, value in (("input_image", input_image), ("mask_image", mask_image)): + if not isinstance(value, str) or not value.strip(): + raise InvalidRequestError(f"{label} must be a non-empty Base64 string") + return cls( + base.positive_prompt, + base.negative_prompt, + base.size, + input_image, + mask_image, + ) + + +@dataclass(frozen=True) +class GenerationResult: + png_data: bytes + metadata: dict[str, str | int | float] diff --git a/src/mcp_sd15/server.py b/src/mcp_sd15/server.py new file mode 100644 index 0000000..b8dc69d --- /dev/null +++ b/src/mcp_sd15/server.py @@ -0,0 +1,66 @@ +"""MCP public surface: three intentionally small image tools.""" + +from __future__ import annotations + +from typing import Literal + +from mcp.server import MCPServer +from mcp.server.mcpserver import Image + +from .service import ImageGenerationService +from .tools.generate_guided_image import generate_guided_image as guided_adapter +from .tools.generate_image import generate_image as image_adapter +from .tools.inpaint_image import inpaint_image as inpaint_adapter + +Size = Literal["square_512", "landscape_512", "portrait_512"] +GuidanceMode = Literal["depth", "openpose", "openpose_full"] + + +def create_server(service: ImageGenerationService) -> MCPServer: + server = MCPServer("mcp-sd15") + + @server.tool() + async def generate_image( + positive_prompt: str, + negative_prompt: str | None = None, + size: Size | None = None, + ) -> Image: + """Generate one PNG from a positive prompt using the configured SD1.x model.""" + result = await image_adapter(service, positive_prompt, negative_prompt, size) + return Image(data=result.png_data, format="png") + + @server.tool() + async def generate_guided_image( + positive_prompt: str, + control_mode: GuidanceMode, + input_image: str, + negative_prompt: str | None = None, + size: Size | None = None, + ) -> Image: + """Generate one PNG guided by Depth, OpenPose, or full OpenPose. + + input_image is a Base64 PNG/JPEG or an image data URI. + """ + result = await guided_adapter( + service, positive_prompt, control_mode, input_image, negative_prompt, size + ) + return Image(data=result.png_data, format="png") + + @server.tool() + async def inpaint_image( + positive_prompt: str, + input_image: str, + mask_image: str, + negative_prompt: str | None = None, + size: Size | None = None, + ) -> Image: + """Regenerate white mask areas and return one PNG. + + Both images are Base64 PNG/JPEG values or image data URIs. + """ + result = await inpaint_adapter( + service, positive_prompt, input_image, mask_image, negative_prompt, size + ) + return Image(data=result.png_data, format="png") + + return server diff --git a/src/mcp_sd15/service.py b/src/mcp_sd15/service.py new file mode 100644 index 0000000..65b62e7 --- /dev/null +++ b/src/mcp_sd15/service.py @@ -0,0 +1,125 @@ +"""Serialized generation service and persistence policy.""" + +from __future__ import annotations + +import asyncio +import logging +import secrets +import time +import uuid +from datetime import UTC, datetime +from typing import Protocol + +from PIL import Image + +from .config import AppConfig +from .errors import GenerationError, InvalidRequestError, SD15Error +from .images import decode_image, encode_png +from .schema import ( + GenerationResult, + GuidedImageRequest, + InpaintImageRequest, + TextToImageRequest, +) + +logger = logging.getLogger(__name__) + + +class GenerationBackend(Protocol): + """Synchronous GPU boundary; the service runs it in a worker thread.""" + + def text_to_image(self, request: TextToImageRequest, seed: int) -> Image.Image: ... + + def guided_image( + self, request: GuidedImageRequest, image: Image.Image, seed: int + ) -> Image.Image: ... + + def inpaint_image( + self, + request: InpaintImageRequest, + image: Image.Image, + mask: Image.Image, + seed: int, + ) -> Image.Image: ... + + +class ImageGenerationService: + """Validate/decode requests and serialize access to the single GPU.""" + + def __init__(self, config: AppConfig, backend: GenerationBackend) -> None: + self.config = config + self.backend = backend + self._generation_lock = asyncio.Lock() + + async def generate_image(self, request: TextToImageRequest) -> GenerationResult: + return await self._run("text_to_image", request) + + async def generate_guided_image(self, request: GuidedImageRequest) -> GenerationResult: + control = self.config.controlnet.for_mode(request.control_mode) + if not control.enabled: + raise InvalidRequestError(f"ControlNet mode is disabled: {request.control_mode}") + image = decode_image(request.input_image) + return await self._run("guided_image", request, image) + + async def inpaint_image(self, request: InpaintImageRequest) -> GenerationResult: + if not self.config.controlnet.inpaint.enabled: + raise InvalidRequestError("ControlNet mode is disabled: inpaint") + image = decode_image(request.input_image) + mask = decode_image(request.mask_image, mask=True) + return await self._run("inpaint_image", request, image, mask) + + async def _run( + self, + method: str, + request: TextToImageRequest | GuidedImageRequest | InpaintImageRequest, + *images: Image.Image, + ) -> GenerationResult: + seed = secrets.randbelow(2**63) + started = time.monotonic() + async with self._generation_lock: + logger.info("generation started mode=%s size=%s seed=%d", method, request.size, seed) + try: + function = getattr(self.backend, method) + output = await asyncio.to_thread(function, request, *images, seed) + if not isinstance(output, Image.Image): + raise GenerationError("generation backend returned a non-image result") + except SD15Error: + raise + except Exception as exc: + logger.exception("generation failed mode=%s", method) + if "out of memory" in str(exc).lower(): + self._recover_cuda() + raise GenerationError("CUDA out of memory") from exc + raise GenerationError(f"generation failed: {exc}") from exc + + metadata: dict[str, str | int | float] = { + "seed": seed, + "size": str(request.size), + "mode": method, + "timestamp": datetime.now(UTC).isoformat(), + "elapsed_seconds": round(time.monotonic() - started, 3), + } + png_data = encode_png(output, metadata) + if self.config.output.enabled: + self._save(png_data) + logger.info("generation completed mode=%s seed=%d", method, seed) + return GenerationResult(png_data, metadata) + + def _save(self, png_data: bytes) -> None: + directory = self.config.output.directory + try: + directory.mkdir(parents=True, exist_ok=True) + destination = directory / f"{uuid.uuid4()}.png" + destination.write_bytes(png_data) + except OSError as exc: + raise GenerationError(f"could not save generated image: {exc}") from exc + + @staticmethod + def _recover_cuda() -> None: + try: + import torch + + if torch.cuda.is_available(): + torch.cuda.empty_cache() + except ImportError: + pass diff --git a/src/mcp_sd15/tools/__init__.py b/src/mcp_sd15/tools/__init__.py new file mode 100644 index 0000000..0c664f1 --- /dev/null +++ b/src/mcp_sd15/tools/__init__.py @@ -0,0 +1 @@ +"""Thin MCP-independent tool adapters.""" diff --git a/src/mcp_sd15/tools/generate_guided_image.py b/src/mcp_sd15/tools/generate_guided_image.py new file mode 100644 index 0000000..c69286c --- /dev/null +++ b/src/mcp_sd15/tools/generate_guided_image.py @@ -0,0 +1,23 @@ +from __future__ import annotations + +from ..schema import GenerationResult, GuidedImageRequest +from ..service import ImageGenerationService + + +async def generate_guided_image( + service: ImageGenerationService, + positive_prompt: str, + control_mode: str, + input_image: str, + negative_prompt: str | None = None, + size: str | None = None, +) -> GenerationResult: + request = GuidedImageRequest.create( + positive_prompt, + control_mode, + input_image, + negative_prompt, + size, + default_size=service.config.generation.default_size, + ) + return await service.generate_guided_image(request) diff --git a/src/mcp_sd15/tools/generate_image.py b/src/mcp_sd15/tools/generate_image.py new file mode 100644 index 0000000..bae30c8 --- /dev/null +++ b/src/mcp_sd15/tools/generate_image.py @@ -0,0 +1,19 @@ +from __future__ import annotations + +from ..schema import GenerationResult, TextToImageRequest +from ..service import ImageGenerationService + + +async def generate_image( + service: ImageGenerationService, + positive_prompt: str, + negative_prompt: str | None = None, + size: str | None = None, +) -> GenerationResult: + request = TextToImageRequest.create( + positive_prompt, + negative_prompt, + size, + default_size=service.config.generation.default_size, + ) + return await service.generate_image(request) diff --git a/src/mcp_sd15/tools/inpaint_image.py b/src/mcp_sd15/tools/inpaint_image.py new file mode 100644 index 0000000..be1dbda --- /dev/null +++ b/src/mcp_sd15/tools/inpaint_image.py @@ -0,0 +1,23 @@ +from __future__ import annotations + +from ..schema import GenerationResult, InpaintImageRequest +from ..service import ImageGenerationService + + +async def inpaint_image( + service: ImageGenerationService, + positive_prompt: str, + input_image: str, + mask_image: str, + negative_prompt: str | None = None, + size: str | None = None, +) -> GenerationResult: + request = InpaintImageRequest.create( + positive_prompt, + input_image, + mask_image, + negative_prompt, + size, + default_size=service.config.generation.default_size, + ) + return await service.inpaint_image(request) diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..38bb211 --- /dev/null +++ b/tests/__init__.py @@ -0,0 +1 @@ +"""Test package.""" diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 0000000..d364dbd --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,38 @@ +from __future__ import annotations + +import base64 +import io +from pathlib import Path + +import pytest +from PIL import Image + +from mcp_sd15.config import ( + AppConfig, + ControlModelConfig, + ControlNetConfig, + GenerationConfig, + ModelConfig, + OutputConfig, +) + + +@pytest.fixture +def app_config(tmp_path: Path) -> AppConfig: + return AppConfig( + model=ModelConfig(tmp_path, "base.safetensors", None, ()), + generation=GenerationConfig(), + controlnet=ControlNetConfig( + depth=ControlModelConfig(True, "depth.safetensors", "midas"), + openpose=ControlModelConfig(True, "pose.safetensors"), + inpaint=ControlModelConfig(True, "inpaint.safetensors"), + ), + output=OutputConfig(tmp_path / "outputs", False), + ) + + +@pytest.fixture +def image_base64() -> str: + output = io.BytesIO() + Image.new("RGB", (8, 8), "blue").save(output, format="PNG") + return base64.b64encode(output.getvalue()).decode("ascii") diff --git a/tests/test_config.py b/tests/test_config.py new file mode 100644 index 0000000..5e4341a --- /dev/null +++ b/tests/test_config.py @@ -0,0 +1,122 @@ +from __future__ import annotations + +from pathlib import Path + +import pytest + +from mcp_sd15.config import ConfigError, load_config + + +def make_models(root: Path) -> None: + for folder, names in { + "checkpoints": ["base.safetensors"], + "vae": ["vae.safetensors"], + "lora": ["a.safetensors", "b.safetensors"], + "controlnet": ["depth.safetensors", "pose.safetensors", "inpaint.safetensors"], + }.items(): + destination = root / folder + destination.mkdir(parents=True) + for name in names: + (destination / name).touch() + + +def valid_toml(root: Path) -> str: + return f'''[model] +root = "{root.as_posix()}" +checkpoint = "base.safetensors" +vae = "vae.safetensors" +[[model.lora]] +file = "a.safetensors" +weight = 0.8 +[[model.lora]] +file = "b.safetensors" +weight = -0.2 +[generation] +steps = 20 +cfg_scale = 6.5 +scheduler = "euler_a" +default_size = "portrait_512" +[controlnet.depth] +enabled = true +model = "depth.safetensors" +preprocessor = "midas" +[controlnet.openpose] +enabled = true +model = "pose.safetensors" +[controlnet.inpaint] +enabled = true +model = "inpaint.safetensors" +[output] +enabled = true +directory = "generated" +''' + + +def test_loads_and_resolves_all_model_paths(tmp_path: Path) -> None: + root = tmp_path / "models" + make_models(root) + path = tmp_path / "config.toml" + path.write_text(valid_toml(root), encoding="utf-8") + + config = load_config(path) + + assert config.model.checkpoint_path() == root / "checkpoints" / "base.safetensors" + assert config.model.vae_path() == root / "vae" / "vae.safetensors" + assert config.model.lora_paths() == ( + root / "lora" / "a.safetensors", + root / "lora" / "b.safetensors", + ) + assert config.generation.default_size == "portrait_512" + assert config.output.directory == tmp_path / "generated" + assert config.controlnet_path("openpose_full") == root / "controlnet" / "pose.safetensors" + + +@pytest.mark.parametrize( + "line, message", + [ + ('checkpoint = "../base.safetensors"', "file name"), + ("steps = 0", "steps"), + ('scheduler = "unknown"', "scheduler"), + ('default_size = "1024"', "default_size"), + ('preprocessor = "zoe"', "preprocessor"), + ], +) +def test_rejects_invalid_values(tmp_path: Path, line: str, message: str) -> None: + root = tmp_path / "models" + make_models(root) + text = valid_toml(root) + if line.startswith("checkpoint"): + text = text.replace('checkpoint = "base.safetensors"', line) + elif line.startswith("steps"): + text = text.replace("steps = 20", line) + elif line.startswith("scheduler"): + text = text.replace('scheduler = "euler_a"', line) + elif line.startswith("default_size"): + text = text.replace('default_size = "portrait_512"', line) + else: + text = text.replace('preprocessor = "midas"', line) + path = tmp_path / "bad.toml" + path.write_text(text, encoding="utf-8") + + with pytest.raises(ConfigError, match=message): + load_config(path) + + +def test_missing_model_fails_startup_validation(tmp_path: Path) -> None: + root = tmp_path / "models" + make_models(root) + (root / "controlnet" / "depth.safetensors").unlink() + path = tmp_path / "config.toml" + path.write_text(valid_toml(root), encoding="utf-8") + + with pytest.raises(ConfigError, match=r"depth\.safetensors"): + load_config(path) + + +def test_can_skip_path_checks_for_schema_only_use(tmp_path: Path) -> None: + path = tmp_path / "config.toml" + path.write_text( + '[model]\nroot = "missing"\ncheckpoint = "base.safetensors"\n', encoding="utf-8" + ) + config = load_config(path, validate_paths=False) + assert config.model.root == (tmp_path / "missing").resolve() diff --git a/tests/test_images.py b/tests/test_images.py new file mode 100644 index 0000000..f2ac44e --- /dev/null +++ b/tests/test_images.py @@ -0,0 +1,34 @@ +from __future__ import annotations + +import base64 +import io + +import pytest +from PIL import Image + +from mcp_sd15.errors import InvalidImageError +from mcp_sd15.images import decode_image, encode_png + + +def test_decodes_raw_base64_and_data_uri(image_base64: str) -> None: + assert decode_image(image_base64).mode == "RGB" + assert decode_image(f"data:image/png;base64,{image_base64}", mask=True).mode == "L" + + +@pytest.mark.parametrize("value", ["not base64!", "data:text/plain;base64,YQ==", ""]) +def test_rejects_invalid_image_input(value: str) -> None: + with pytest.raises(InvalidImageError): + decode_image(value) + + +def test_rejects_non_image_base64() -> None: + value = base64.b64encode(b"plain text").decode() + with pytest.raises(InvalidImageError): + decode_image(value) + + +def test_png_output_contains_metadata() -> None: + data = encode_png(Image.new("RGB", (2, 2)), {"seed": 42, "mode": "test"}) + with Image.open(io.BytesIO(data)) as result: + assert result.format == "PNG" + assert result.info["seed"] == "42" diff --git a/tests/test_schema.py b/tests/test_schema.py new file mode 100644 index 0000000..15a5f9b --- /dev/null +++ b/tests/test_schema.py @@ -0,0 +1,43 @@ +from __future__ import annotations + +import pytest + +from mcp_sd15.errors import InvalidRequestError +from mcp_sd15.schema import ( + ControlMode, + GuidedImageRequest, + ImageSize, + InpaintImageRequest, + TextToImageRequest, +) + + +def test_text_request_applies_defaults() -> None: + request = TextToImageRequest.create(" a castle ", default_size="landscape_512") + assert request.positive_prompt == "a castle" + assert request.negative_prompt == "" + assert request.size is ImageSize.LANDSCAPE_512 + assert request.size.dimensions == (512, 384) + + +@pytest.mark.parametrize("prompt", ["", " ", None, 3]) +def test_positive_prompt_is_required(prompt: object) -> None: + with pytest.raises(InvalidRequestError, match="positive_prompt"): + TextToImageRequest.create(prompt) # type: ignore[arg-type] + + +def test_guided_mode_is_an_enum() -> None: + request = GuidedImageRequest.create("cat", "openpose_full", "abc") + assert request.control_mode is ControlMode.OPENPOSE_FULL + with pytest.raises(InvalidRequestError, match="control_mode"): + GuidedImageRequest.create("cat", "canny", "abc") + + +def test_inpaint_requires_both_images() -> None: + with pytest.raises(InvalidRequestError, match="mask_image"): + InpaintImageRequest.create("repair", "abc", "") + + +def test_arbitrary_dimensions_are_not_accepted() -> None: + with pytest.raises(InvalidRequestError, match="size"): + TextToImageRequest.create("cat", size="640x480") diff --git a/tests/test_server.py b/tests/test_server.py new file mode 100644 index 0000000..4590049 --- /dev/null +++ b/tests/test_server.py @@ -0,0 +1,37 @@ +from __future__ import annotations + +from mcp import Client +from mcp.types import ImageContent + +from mcp_sd15.server import create_server +from mcp_sd15.service import ImageGenerationService + +from .test_service import FakeBackend + + +async def test_exposes_exactly_three_tools_with_closed_enums(app_config) -> None: + server = create_server(ImageGenerationService(app_config, FakeBackend())) + async with Client(server) as client: + tools = (await client.list_tools()).tools + assert {tool.name for tool in tools} == { + "generate_image", + "generate_guided_image", + "inpaint_image", + } + guided = next(tool for tool in tools if tool.name == "generate_guided_image") + assert guided.input_schema["properties"]["control_mode"]["enum"] == [ + "depth", + "openpose", + "openpose_full", + ] + assert "width" not in guided.input_schema["properties"] + + +async def test_mcp_call_returns_png_image_content(app_config) -> None: + server = create_server(ImageGenerationService(app_config, FakeBackend())) + async with Client(server) as client: + result = await client.call_tool("generate_image", {"positive_prompt": "a cat"}) + assert result.is_error is False + assert len(result.content) == 1 + assert isinstance(result.content[0], ImageContent) + assert result.content[0].mime_type == "image/png" diff --git a/tests/test_service.py b/tests/test_service.py new file mode 100644 index 0000000..da82204 --- /dev/null +++ b/tests/test_service.py @@ -0,0 +1,118 @@ +from __future__ import annotations + +import asyncio +import io +import threading +import time +from dataclasses import replace + +import pytest +from PIL import Image + +from mcp_sd15.config import ControlModelConfig, ControlNetConfig +from mcp_sd15.errors import GenerationError, InvalidRequestError +from mcp_sd15.schema import GuidedImageRequest, InpaintImageRequest, TextToImageRequest +from mcp_sd15.service import ImageGenerationService + + +class FakeBackend: + def __init__(self, delay: float = 0) -> None: + self.calls: list[str] = [] + self.delay = delay + self.active = 0 + self.max_active = 0 + self.guard = threading.Lock() + + def _result(self, name: str) -> Image.Image: + with self.guard: + self.active += 1 + self.max_active = max(self.max_active, self.active) + time.sleep(self.delay) + with self.guard: + self.active -= 1 + self.calls.append(name) + return Image.new("RGB", (4, 4), "red") + + def text_to_image(self, request: object, seed: int) -> Image.Image: + return self._result("text") + + def guided_image(self, request: object, image: Image.Image, seed: int) -> Image.Image: + assert image.mode == "RGB" + return self._result("guided") + + def inpaint_image( + self, request: object, image: Image.Image, mask: Image.Image, seed: int + ) -> Image.Image: + assert mask.mode == "L" + return self._result("inpaint") + + +async def test_routes_all_generation_types(app_config, image_base64: str) -> None: + backend = FakeBackend() + service = ImageGenerationService(app_config, backend) + + text = await service.generate_image(TextToImageRequest.create("cat")) + guided = await service.generate_guided_image( + GuidedImageRequest.create("cat", "depth", image_base64) + ) + inpaint = await service.inpaint_image( + InpaintImageRequest.create("cat", image_base64, image_base64) + ) + + assert backend.calls == ["text", "guided", "inpaint"] + for result in (text, guided, inpaint): + assert result.png_data.startswith(b"\x89PNG") + assert isinstance(result.metadata["seed"], int) + + +async def test_generation_is_strictly_serialized(app_config) -> None: + backend = FakeBackend(delay=0.03) + service = ImageGenerationService(app_config, backend) + await asyncio.gather( + *(service.generate_image(TextToImageRequest.create(f"image {i}")) for i in range(4)) + ) + assert backend.max_active == 1 + + +async def test_disabled_controlnet_fails_before_backend(app_config, image_base64: str) -> None: + disabled = replace( + app_config, + controlnet=ControlNetConfig( + depth=ControlModelConfig(False, None, "midas"), + openpose=app_config.controlnet.openpose, + inpaint=app_config.controlnet.inpaint, + ), + ) + service = ImageGenerationService(disabled, FakeBackend()) + with pytest.raises(InvalidRequestError, match="disabled"): + await service.generate_guided_image(GuidedImageRequest.create("cat", "depth", image_base64)) + + +async def test_backend_error_is_sanitized(app_config) -> None: + class BrokenBackend(FakeBackend): + def text_to_image(self, request: object, seed: int) -> Image.Image: + raise RuntimeError("boom") + + service = ImageGenerationService(app_config, BrokenBackend()) + with pytest.raises(GenerationError, match="boom"): + await service.generate_image(TextToImageRequest.create("cat")) + + +async def test_cuda_oom_is_classified(app_config) -> None: + class OomBackend(FakeBackend): + def text_to_image(self, request: object, seed: int) -> Image.Image: + raise RuntimeError("CUDA out of memory while allocating") + + service = ImageGenerationService(app_config, OomBackend()) + with pytest.raises(GenerationError, match="CUDA out of memory"): + await service.generate_image(TextToImageRequest.create("cat")) + + +async def test_optional_output_is_saved(app_config) -> None: + enabled = replace(app_config, output=replace(app_config.output, enabled=True)) + service = ImageGenerationService(enabled, FakeBackend()) + await service.generate_image(TextToImageRequest.create("cat")) + files = list(enabled.output.directory.glob("*.png")) + assert len(files) == 1 + with Image.open(io.BytesIO(files[0].read_bytes())) as image: + assert image.format == "PNG" diff --git a/uv.lock b/uv.lock new file mode 100644 index 0000000..73edd69 --- /dev/null +++ b/uv.lock @@ -0,0 +1,1602 @@ +version = 1 +revision = 3 +requires-python = "==3.11.*" + +[[package]] +name = "accelerate" +version = "1.15.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "huggingface-hub" }, + { name = "numpy" }, + { name = "packaging" }, + { name = "psutil" }, + { name = "pyyaml" }, + { name = "safetensors" }, + { name = "torch" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/f5/b5/1d3ed029ac71d3f2961346829a268da923698e9fd63f218f78841f216bfd/accelerate-1.15.0.tar.gz", hash = "sha256:5654f8c5eaa0d4fa68b33e287a97765da6849bf6d51dcac874e73fbbddfb6134", size = 422615, upload-time = "2026-09-09T13:04:49.078Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/8a/4c/34f0450479d01195027260da68d8a3880683f1640c3ca5adf64acb3185f1/accelerate-1.15.0-py3-none-any.whl", hash = "sha256:97eacca0b73e45cb867dbf8c5d5d4dc32219544300e0c8992c7334dc2ef33cec", size = 394295, upload-time = "2026-09-09T13:04:47.331Z" }, +] + +[[package]] +name = "annotated-doc" +version = "0.0.5" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/5a/8e/38aa427ed5402449e226975b649c5dc73ccadfefeb95e6aecb8f8ea4b6b6/annotated_doc-0.0.5.tar.gz", hash = "sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb", size = 10758, upload-time = "2026-07-28T13:50:58.129Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3e/30/e900b21425a860e195f32e37657aa1f7c7f2b1bfb26f03ca209b90933c06/annotated_doc-0.0.5-py3-none-any.whl", hash = "sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101", size = 5302, upload-time = "2026-07-28T13:50:57.239Z" }, +] + +[[package]] +name = "annotated-types" +version = "0.8.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/5f/56/a8120250d128bed162cd73c76d45f6ef9991f3e068f62a8ee060afa3104a/annotated_types-0.8.0.tar.gz", hash = "sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7", size = 15893, upload-time = "2026-07-23T20:16:13.995Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/99/91/8acff4f5e50511b911bbccb72b8628a49c68ce14148cd9f6431094859a90/annotated_types-0.8.0-py3-none-any.whl", hash = "sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0", size = 13427, upload-time = "2026-07-23T20:16:12.938Z" }, +] + +[[package]] +name = "anyio" +version = "4.15.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "idna" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/a9/d2/f4d173e22df740bc37b1db102b386ba719b66e95b0f0d751f556b387e6d2/anyio-4.15.1.tar.gz", hash = "sha256:9f28306018cbd6d329e64a36d58256edff76dd996fe423bc957326e578b82a94", size = 276966, upload-time = "2026-09-05T10:42:39.44Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/12/b8/4bd346e22b28902df4d651910f5242c28d84e4a5c2435ca5c3f797ed7e2e/anyio-4.15.1-py3-none-any.whl", hash = "sha256:6152fdbbf9a77fdec97731721bebf7c4c44f7c29b424b0065826173efc7ed101", size = 132079, upload-time = "2026-09-05T10:42:37.923Z" }, +] + +[[package]] +name = "attrs" +version = "26.1.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/9a/8e/82a0fe20a541c03148528be8cac2408564a6c9a0cc7e9171802bc1d26985/attrs-26.1.0.tar.gz", hash = "sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32", size = 952055, upload-time = "2026-03-19T14:22:25.026Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/64/b4/17d4b0b2a2dc85a6df63d1157e028ed19f90d4cd97c36717afef2bc2f395/attrs-26.1.0-py3-none-any.whl", hash = "sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309", size = 67548, upload-time = "2026-03-19T14:22:23.645Z" }, +] + +[[package]] +name = "certifi" +version = "2026.7.22" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a3/c2/24167ea9858356b47a87a50d39908bfdb72ceeefe0041586e704e5376b3a/certifi-2026.7.22.tar.gz", hash = "sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55", size = 138112, upload-time = "2026-07-22T03:35:12.644Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0b/a7/71ac2cff56fec219ed242bb11b8efb69fcc4bec75db06fb7bfe35de520e6/certifi-2026.7.22-py3-none-any.whl", hash = "sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775", size = 136983, upload-time = "2026-07-22T03:35:11.276Z" }, +] + +[[package]] +name = "cffi" +version = "2.1.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "pycparser", marker = "implementation_name != 'PyPy'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/9e/ef/008a1939e372c06329a3fce4279c02f328488f3526744906eeec3da7ad5f/cffi-2.1.1.tar.gz", hash = "sha256:dd31f52ea1086513bb9df30f8fcee9b8918323ae067a3d5b78bc826a000712be", size = 530807, upload-time = "2026-08-03T21:21:18.939Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/70/d2/16d99a0c4948febc0ebd133a13b2f688ff7f8cb04da971e1128872ce0c03/cffi-2.1.1-cp311-cp311-macosx_10_15_x86_64.whl", hash = "sha256:c8d2c9fd1f2d16f780d15127abb050d13d1a76c03a4bd87d7e4980e45e511e12", size = 183838, upload-time = "2026-08-03T21:19:29.637Z" }, + { url = "https://files.pythonhosted.org/packages/cd/95/31b535a9f0220ae9f357de4a08d57ce89cb417653c2fd9f075f50822a388/cffi-2.1.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:398aff33cee2767e3e781d2554c54bd0dff386bb437581e0d8011fde1a942ec1", size = 184168, upload-time = "2026-08-03T21:19:30.764Z" }, + { url = "https://files.pythonhosted.org/packages/ad/5a/4707a0dc1f203f5dde5a907b0d4e3c25d71120241048bd5bc6f1bb9d4e71/cffi-2.1.1-cp311-cp311-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:154852545011f779917b11c78db2358d095da62a9a172b78ad0a583ee5adc0d0", size = 211805, upload-time = "2026-08-03T21:19:31.867Z" }, + { url = "https://files.pythonhosted.org/packages/ad/66/c19feabb28485b6e0bbaaafa90837a1ef5d302e90f2178bd33f17a49879b/cffi-2.1.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:3311ed60d36f83378794e1009ac6258bafbf81f7888b4caa7b35a521e3f95813", size = 218716, upload-time = "2026-08-03T21:19:32.896Z" }, + { url = "https://files.pythonhosted.org/packages/a7/92/500760486c8baab49a7a8a58ba7fc3355ec3974b454b8a09e528efde9e1d/cffi-2.1.1-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:6e192623c49c94421616a5778fba35cf0d5a8d000650c1967ef4448ee5cdd990", size = 205569, upload-time = "2026-08-03T21:19:34.142Z" }, + { url = "https://files.pythonhosted.org/packages/a5/a7/a67c733254d6e7373f7822f8082d8d6beade791e0cf12a7611f376fa61c7/cffi-2.1.1-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:a6e721d4b0e45d5b65e87534470e67b18dcd092c83f68fba09f152b9cbc061af", size = 204907, upload-time = "2026-08-03T21:19:35.174Z" }, + { url = "https://files.pythonhosted.org/packages/f7/a4/4399daaf8f7dfee9d7c3327fdb0426ee041cc63edc358b93911ceb2bfc7a/cffi-2.1.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:34e261f78cb6ceaaa36f42f2613f4380d94d9c759a9c73c769ee6e0247364632", size = 217807, upload-time = "2026-08-03T21:19:36.286Z" }, + { url = "https://files.pythonhosted.org/packages/28/f7/dabe6da2466ecbd82dc62e7342dc6b1065dad990c06f00f0ede9ebf2a0ed/cffi-2.1.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:7225e4514edb64eb6740324353e0da0711954fd8d7da4576755b1c6e09b697cd", size = 221252, upload-time = "2026-08-03T21:19:37.416Z" }, + { url = "https://files.pythonhosted.org/packages/ce/87/616202d8e51342c07d2534c510111c4cc37201775ce8f60802c9335d1edd/cffi-2.1.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:df913725b79db7bcf03448f36b7bf8815363417d5b58deecf9305e3e30f0f21a", size = 214214, upload-time = "2026-08-03T21:19:38.507Z" }, + { url = "https://files.pythonhosted.org/packages/b4/c6/ab025d75d2c26c19b087c0124e75ee31cb65032f4fe345d356d8c507ab97/cffi-2.1.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f5cfbc5fe74540d335175b656c725d74d90e3730c626d92575eea35029d9afaa", size = 219408, upload-time = "2026-08-03T21:19:39.809Z" }, + { url = "https://files.pythonhosted.org/packages/db/e2/7e8109f65445bdc673a7b54f02c677de462db75674220fd1335efc8eb598/cffi-2.1.1-cp311-cp311-win32.whl", hash = "sha256:f8ec5e643a9a937f64e1999eb9f75d072263751912dc5cd06d3c85f8f44be7c3", size = 174470, upload-time = "2026-08-03T21:19:41.246Z" }, + { url = "https://files.pythonhosted.org/packages/73/c0/77ba02423c2f7d7091143c45cd49e0e6575c4c1967394bb542bd923a9b74/cffi-2.1.1-cp311-cp311-win_amd64.whl", hash = "sha256:42f6930c31dc7f50732c9ae793c2786c7b6b044195967bbdde40bb9be81c4cc0", size = 185096, upload-time = "2026-08-03T21:19:42.615Z" }, + { url = "https://files.pythonhosted.org/packages/7c/47/9f1f85f9672ceda4984dc6c4f8824e8558992a2972c3d3c81fb8eb28d4ba/cffi-2.1.1-cp311-cp311-win_arm64.whl", hash = "sha256:c7659f22557c5a0bc4855cd635f55edec690cc008a40768527762cb9fb263455", size = 179941, upload-time = "2026-08-03T21:19:43.747Z" }, +] + +[[package]] +name = "charset-normalizer" +version = "3.5.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e5/3f/143b048436775b0f76ac3eec145c019e8173ccc2885c8f20319b996d5e83/charset_normalizer-3.5.1.tar.gz", hash = "sha256:6117b84ea48435e5356dc737f5121485c30920ba43375fa7b434fd753df0eac3", size = 171764, upload-time = "2026-08-15T08:20:44.807Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/6a/b6/034f6802e9c3f6418966cfabb7db8c9252cc2429c5098f41cc43af804149/charset_normalizer-3.5.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:eda059b6bc8bc0812d626fd91a7ce01bf583df0a61296eff390fd94141a34e30", size = 363585, upload-time = "2026-08-15T08:16:46.646Z" }, + { url = "https://files.pythonhosted.org/packages/d5/fa/6a7e2a7c4b5451912b8c417732df79574354443592a88d616de03da66ae5/charset_normalizer-3.5.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:aa2bb0b37202dca27175591f761108b5d34096ade1191ffe4808bdf6b1571488", size = 251189, upload-time = "2026-08-15T08:16:48.287Z" }, + { url = "https://files.pythonhosted.org/packages/a4/c8/ab42b07cfd82e919f427fcfaa7c41abae8242833ad1aad66d42bae40b669/charset_normalizer-3.5.1-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:0b2b1b3fa5670c127b246df1d0c059defd41f689a868a3b9d79df9b1cac42d22", size = 239724, upload-time = "2026-08-15T08:16:49.67Z" }, + { url = "https://files.pythonhosted.org/packages/e7/80/b9348b5d3041209f98b4cdad7655766369233f1d533f4f4f7558e9717bec/charset_normalizer-3.5.1-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:6e5e4d73d588ca5ed09df1b7dcd1b203d1df3c542e3f50d126c947d432b10731", size = 280078, upload-time = "2026-08-15T08:16:51.228Z" }, + { url = "https://files.pythonhosted.org/packages/82/38/083a24028304bc85bb9e376fed801178423dcbb67495f73b6ea0624e1894/charset_normalizer-3.5.1-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:b54e7e13267d49ffbfe68e25b3cbd774dab38fa37238f71265e91b36146eb21c", size = 276650, upload-time = "2026-08-15T08:16:52.625Z" }, + { url = "https://files.pythonhosted.org/packages/0d/35/731ac04aa0a097fc1c97f0994c375bdb230c6c96619db794208fe664e9ce/charset_normalizer-3.5.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c7b742bf31c88566b4bb6335a7f393bb322e580b6bb98df7bd0c25e6e3519ce8", size = 262325, upload-time = "2026-08-15T08:16:54.085Z" }, + { url = "https://files.pythonhosted.org/packages/f5/28/c2028e7021fb89c6e56868ed0e387b8e9aa811abdd2ab3208d6578d2c930/charset_normalizer-3.5.1-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:6ba32c4d2abf1d2fe7cf27d280f4cca5664233b0f885549c7761719eb977f486", size = 261140, upload-time = "2026-08-15T08:16:55.604Z" }, + { url = "https://files.pythonhosted.org/packages/28/f0/0c0ceec6d98b7daa62e361e418135d59685811d79ba11529aad5cdf15e84/charset_normalizer-3.5.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:0722590aabf9dc6a6c0343d523c05458fa2b5047dbe6302fd526bb570600753f", size = 252791, upload-time = "2026-08-15T08:16:57.103Z" }, + { url = "https://files.pythonhosted.org/packages/f0/3e/48f4cd187b1c33189d86039e9cbe4f92c05454175504b44ff81806d4d1bf/charset_normalizer-3.5.1-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:aa1099b956fb795e686d073568f6dc002a0bb89765ea6d5b055dd7d9bf1b116c", size = 240730, upload-time = "2026-08-15T08:16:58.418Z" }, + { url = "https://files.pythonhosted.org/packages/42/85/f9e22af69af67c54cce42be9455d9c81294f918b4ccc454db01f66efcac2/charset_normalizer-3.5.1-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:bd6c173f04743d483881bffa1478d5a4624475b8cd1d2194956a75548e191c18", size = 280791, upload-time = "2026-08-15T08:16:59.918Z" }, + { url = "https://files.pythonhosted.org/packages/fd/4c/9044135f42127630b6fa742feb51256353f6ab87a78f2fdd1de3de955a7f/charset_normalizer-3.5.1-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:f298e218441525d3794428b4c8b8fb8662c6d3ea79925d4807ee6b9a96a3bca5", size = 259598, upload-time = "2026-08-15T08:17:01.421Z" }, + { url = "https://files.pythonhosted.org/packages/ba/ed/1dd7cfebb4e75812934c49ca3b79757d11948053f7937ab7070c151f3c55/charset_normalizer-3.5.1-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:6e2912d4babbc65196ac13c2f53468dc57fb8b9c25ef913e8c59ddf7c6dc0e1b", size = 278217, upload-time = "2026-08-15T08:17:02.782Z" }, + { url = "https://files.pythonhosted.org/packages/bf/eb/239c84503cc9e3ba6eb34686a24bc66e84f3924efdd7e38e751a19f6bc10/charset_normalizer-3.5.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:3d27167433c0d5f18dc850f07d0b3816221984fecdc405d6c157a6f0b8f8e9e6", size = 263417, upload-time = "2026-08-15T08:17:04.216Z" }, + { url = "https://files.pythonhosted.org/packages/37/ab/4e4510e1e288478e2c8333131d1c1382382ba8cd2165053c79e39d1da961/charset_normalizer-3.5.1-cp311-cp311-win32.whl", hash = "sha256:ac00177c4831ffa650f8609e4bdddd5fe09c03b1c0c47acece7e6ea20421598b", size = 181774, upload-time = "2026-08-15T08:17:05.58Z" }, + { url = "https://files.pythonhosted.org/packages/e3/57/32f0ccea59e8612057c61d6fd22ef2cb63cca93c9fe594094919696ac170/charset_normalizer-3.5.1-cp311-cp311-win_amd64.whl", hash = "sha256:f9b1e28d0e8dbfa858abdba91d6b547beaf2df1a59bec6da6faae7b96a4991a9", size = 206653, upload-time = "2026-08-15T08:17:07.075Z" }, + { url = "https://files.pythonhosted.org/packages/17/d4/b65c433fc521e58b5f54293982a5e51c05cb5f2dd3f1c7a6acb65b75324e/charset_normalizer-3.5.1-cp311-cp311-win_arm64.whl", hash = "sha256:ae31a1a1db2ee6cc2942fccaf695c934bc7f3db9f2133a3fef1f367cf1a4ab10", size = 185630, upload-time = "2026-08-15T08:17:08.502Z" }, + { url = "https://files.pythonhosted.org/packages/5b/97/fb4e82231aba271ffd775a1b4993b0defc4e3059f286ae41d9433409fe85/charset_normalizer-3.5.1-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:41876ee62a3dddf48ff1121ad8f0798032aa03f2fd35f21f34a4cab14f18d8d2", size = 331467, upload-time = "2026-08-15T08:19:50.959Z" }, + { url = "https://files.pythonhosted.org/packages/9f/2f/fe3f187327aac18e2d54e9d2b08e15d27bf9b642d9e51c219f130fc34d1a/charset_normalizer-3.5.1-cp37-abi3-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:a6dac12ff6b846103483683f60c5f8fee205121adc58ffd87e90a90a3af69e99", size = 253057, upload-time = "2026-08-15T08:19:52.654Z" }, + { url = "https://files.pythonhosted.org/packages/d7/c7/9e48cee5c161fe24da823b61bf381921d77cb994a0a4de148e95018c1984/charset_normalizer-3.5.1-cp37-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cee5dd7c6fb5dd52a0fe2a740f9bc6e3593f5f8b1788bde49de02086f30182b2", size = 240930, upload-time = "2026-08-15T08:19:54.163Z" }, + { url = "https://files.pythonhosted.org/packages/49/e0/716601f3cc69be7b198951150c75ead1ece33c3c8036ff6ffa46029659a0/charset_normalizer-3.5.1-cp37-abi3-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:343fb4f2821043bd87095f7b08a1a181febc8e36ac64212143bbfd0a0e1bc235", size = 230822, upload-time = "2026-08-15T08:19:55.807Z" }, + { url = "https://files.pythonhosted.org/packages/d3/05/71bfc5caa0abcc45aea1f6a4d50ac68e59605ddc7666fe8494f4cd229665/charset_normalizer-3.5.1-cp37-abi3-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ae4a097991662cd4fff0ddc74e0fe7874f82e00042fa0ea00855645ed0c79598", size = 260037, upload-time = "2026-08-15T08:19:57.312Z" }, + { url = "https://files.pythonhosted.org/packages/c3/92/de7e32ed05341e7a9c4c877c318418197b7f2d66a3b68d561bf2ac57ca3e/charset_normalizer-3.5.1-cp37-abi3-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:4b599739b93b2cbeded49645ae3c8d1405c29ddfbceac1545c87a3f9580a9e96", size = 255097, upload-time = "2026-08-15T08:19:59.056Z" }, + { url = "https://files.pythonhosted.org/packages/f5/7b/ade0a122600319dfa0b1000ab0f9731c94a817904cf3c5de408c73a4ede7/charset_normalizer-3.5.1-cp37-abi3-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:b39b69b347e5e47a3b5b8cfc005c68c1ba347474e3960236c4944a8ecd174962", size = 250166, upload-time = "2026-08-15T08:20:00.612Z" }, + { url = "https://files.pythonhosted.org/packages/75/9c/019fbb9f4834491a160951349b1a3714439376f66e5f7cf18b4f18f0c7aa/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:a2028475ba855475b8b4d3cfeb4994269c967aea8b9892dfba907f4263a863a3", size = 241821, upload-time = "2026-08-15T08:20:02.321Z" }, + { url = "https://files.pythonhosted.org/packages/2b/b8/11d4840bfc99330cc7fbcc2681ee5a044553a6e77655508d8f9b2bff7b34/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:36047af20e17097c3bb9476c2b7655f2f7aa51322c0ba58c07695bedf755a950", size = 232529, upload-time = "2026-08-15T08:20:04.008Z" }, + { url = "https://files.pythonhosted.org/packages/18/96/2b3a21492d9f65171ac75d872f5018260013d00bfa0ff70ec9f179148cbd/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_ppc64le.whl", hash = "sha256:4c4fb141a727957c93edfe5c32a26ceb6b5f6461d67146e2d39f51e16170bea8", size = 260348, upload-time = "2026-08-15T08:20:05.877Z" }, + { url = "https://files.pythonhosted.org/packages/d6/aa/a69a2028e8bd052476c245460ab19d7de595de084dd968f2d75cd50c3e25/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_riscv64.whl", hash = "sha256:2f293479cce755c75f1697e87c409b7ae4c555c7dfecb6e988ad13abba943031", size = 247234, upload-time = "2026-08-15T08:20:07.487Z" }, + { url = "https://files.pythonhosted.org/packages/35/8a/3d130aeabcaf3d2466af76b7b141c08d9e89c9016ab4b7cdd0f7dc2d1c62/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_s390x.whl", hash = "sha256:3588e376b3ea2eea84976f67273d679f229e24c66dce7b82ae45aef04ff6e072", size = 256917, upload-time = "2026-08-15T08:20:09.142Z" }, + { url = "https://files.pythonhosted.org/packages/80/c2/a7379b840292d0c1ab9fbd17d1f3967aa81794dc95bc74be8999d7fedcf7/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:e199fb99720074809a7720f1c0b4d919eea8b87e88713e0f8f602f7bef543d9d", size = 254846, upload-time = "2026-08-15T08:20:10.727Z" }, + { url = "https://files.pythonhosted.org/packages/01/65/d43b714731bb2f40d4053dfa00ecfc1c5a301f8e3316c5db3a09af59fe94/charset_normalizer-3.5.1-cp37-abi3-win32.whl", hash = "sha256:dd732602a7009217f658d5863d12d79d373a4de0eebc111094bcdd3bb8e0a6cc", size = 174216, upload-time = "2026-08-15T08:20:12.334Z" }, + { url = "https://files.pythonhosted.org/packages/35/4f/b911ed898b26a09789eba9c9200c999aff6c61b4bafaf4838e56d1a1e1a3/charset_normalizer-3.5.1-cp37-abi3-win_amd64.whl", hash = "sha256:70055ff39b97c99e7ae40ea3e393fb62aa2e44dbd9b29f8d14f42fb0025c3959", size = 199764, upload-time = "2026-08-15T08:20:13.908Z" }, + { url = "https://files.pythonhosted.org/packages/f0/a7/920baf467bfd9bf689f3b318340f37aee4572a71f162bd8db51da55ba4fa/charset_normalizer-3.5.1-cp37-abi3-win_arm64.whl", hash = "sha256:87e4f41d375c0b9be2fb5251aee4b8a689169e134535aed81bf085c3b647451e", size = 287318, upload-time = "2026-08-15T08:20:15.551Z" }, + { url = "https://files.pythonhosted.org/packages/cc/61/d01fc49b8dea277640b55a9e15960dbca9fdc8c9fde18e572d39c59f4019/charset_normalizer-3.5.1-py3-none-any.whl", hash = "sha256:6df0ec430f9a831772c23ca5a224cba36517a58a84bb32c32bb59a9fa67c47f6", size = 68658, upload-time = "2026-08-15T08:20:43.306Z" }, +] + +[[package]] +name = "click" +version = "8.5.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/c7/0e/7fa0ef50764b67090eca4114772a2abf8b6148198475e54c660b97caeee6/click-8.5.0.tar.gz", hash = "sha256:ba0d2089de75ea0310e2dde03160e6ca10009947fb95a182f9b54021bb272e34", size = 382235, upload-time = "2026-08-26T13:33:14.56Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/58/50/6c0d534c5f134586a8e1ba4e330569e32f057e33372ae556463212fb4cd3/click-8.5.0-py3-none-any.whl", hash = "sha256:255bc9599cf7748b4b1a446ccc735421bd08a2ae529a8b88597d3de5664ee360", size = 125251, upload-time = "2026-08-26T13:33:12.928Z" }, +] + +[[package]] +name = "colorama" +version = "0.4.6" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" }, +] + +[[package]] +name = "controlnet-aux" +version = "0.0.10" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "einops" }, + { name = "filelock" }, + { name = "huggingface-hub" }, + { name = "importlib-metadata" }, + { name = "numpy" }, + { name = "opencv-python-headless" }, + { name = "pillow" }, + { name = "scikit-image" }, + { name = "scipy" }, + { name = "timm" }, + { name = "torch" }, + { name = "torchvision" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/14/ad/2eb8cd9a8e17e35b9e5d39ad29afdde8fe810bda85e6e59117050519955d/controlnet_aux-0.0.10.tar.gz", hash = "sha256:31dc265a54448bdcee033a130b47423c80587fa35ccac752113af1b4d48f5183", size = 215016, upload-time = "2025-05-08T10:38:30.845Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/51/3b/e1608b5bca98bcdaa2c74286fcc0457f3c0a8c99e25e3e4065c184f92c7f/controlnet_aux-0.0.10-py3-none-any.whl", hash = "sha256:cad3480d62c7df1ae569258a659c88d730873323d2adbb9f6f7aebd87917df3b", size = 290398, upload-time = "2025-05-08T10:38:28.952Z" }, +] + +[[package]] +name = "cryptography" +version = "50.0.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cffi", marker = "platform_python_implementation != 'PyPy'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/bb/ad/5d6702db60b1e40b41ef513b6967ff5848f307d50f8449baf1634f5908f1/cryptography-50.0.1.tar.gz", hash = "sha256:5dd9bda1c12b4162f6ff568eeb5e0ff956c28d14406e875cfe8a63a2d414ff20", size = 880381, upload-time = "2026-08-25T19:45:45.499Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ba/19/797e2aaac9df6a66f1550f49979dc1b1e39ecd2077501c30efa81e8d5d67/cryptography-50.0.1-cp311-abi3-macosx_11_0_arm64.whl", hash = "sha256:b8f852c65863251b9e3a1b8c150ce21e59b522dbb6a7d4bc80e680d38388e986", size = 4010153, upload-time = "2026-08-25T19:44:03.155Z" }, + { url = "https://files.pythonhosted.org/packages/90/34/9ce9a62ed9dc82ca9fd6a34445b6904af56e5f38b3eae2ed32e49c36053d/cryptography-50.0.1-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:53e279950892dc102c6b4e52af03ae5ea92fac572a1ddab78ca73a997f62b69f", size = 4723133, upload-time = "2026-08-25T19:44:05.461Z" }, + { url = "https://files.pythonhosted.org/packages/57/26/e6d4fc8512a51a5f9ee7bfdbfb853bce1197087df40c9ad993ad370b846f/cryptography-50.0.1-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ff838d62ec1bfce4f9ba7fa16f4a7b554cd8d0c299e6be37502161a660c84eef", size = 4712478, upload-time = "2026-08-25T19:44:07.375Z" }, + { url = "https://files.pythonhosted.org/packages/e6/de/d3cdc2815697aae84126cbd6a030ca7b6b452e28a88b501b836bd3aa7a86/cryptography-50.0.1-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:e74591e283fe6eb956416c929eb58262a719fe0311fd9054c62c3350ed8760d8", size = 4730726, upload-time = "2026-08-25T19:44:09.294Z" }, + { url = "https://files.pythonhosted.org/packages/55/32/38c0d344b98c06d34b5df8946565a9c0d6dbf32c8e0730a7f05f0a3c6cab/cryptography-50.0.1-cp311-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:5fe002589592ed749ce77fe0695fcbd3500dd61d7d6db5858a7544c612fa8e45", size = 5353524, upload-time = "2026-08-25T19:44:11.96Z" }, + { url = "https://files.pythonhosted.org/packages/e1/1b/82f0f0d8858d4432be1af790477edf62aef90324041aa07c57e57bef1af7/cryptography-50.0.1-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:51593d180cf6d179bde5c5d065bed81386b1f381656ae7d042b7ffc87a9895ad", size = 4746720, upload-time = "2026-08-25T19:44:14.051Z" }, + { url = "https://files.pythonhosted.org/packages/29/ba/042ca458b8c64348c768284b5d23e69b92ed53d057ab779fee628564676d/cryptography-50.0.1-cp311-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:359e62deae718bce96170e223fdcb6357e4fbd3bb7a3a75f4430763532560e49", size = 4361866, upload-time = "2026-08-25T19:44:16.167Z" }, + { url = "https://files.pythonhosted.org/packages/39/3b/e96c1ef71edef71057c7e3c3d982ce8fda554e0c52d0cc19c18845cde3eb/cryptography-50.0.1-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:e2ca8fd1b6b4b82a1c4cb02841d0837e3c12336c2e24b520ab8ab3b969733d8f", size = 4730028, upload-time = "2026-08-25T19:44:18.085Z" }, + { url = "https://files.pythonhosted.org/packages/e3/38/45abd72ef63f2e7d0754a6cacf97bd8b69512ace7f6130d24c39ece65da2/cryptography-50.0.1-cp311-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:76de83fbd91ac49c0feaaa983d0748fd7a53176afac5fb3bf7478d244f0eb527", size = 5308405, upload-time = "2026-08-25T19:44:20.197Z" }, + { url = "https://files.pythonhosted.org/packages/85/66/6ccca4722987ddedaa7fc9c3f4708af7431f5535666c174350830888c6b7/cryptography-50.0.1-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:51afcfceb15597cf2635068e4ac9a56b2abde622edde17f37d85fd7b5306497a", size = 4746230, upload-time = "2026-08-25T19:44:22.376Z" }, + { url = "https://files.pythonhosted.org/packages/13/0e/b1f92e013228111413f2e6743948b80bc24dfd3c1b87ba98ceea16f5df89/cryptography-50.0.1-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:be224a65493ec5b74a158ff22a5522ce4a5ca1e543c647a3a4730d4a09e5f959", size = 4862596, upload-time = "2026-08-25T19:44:24.472Z" }, + { url = "https://files.pythonhosted.org/packages/7e/22/c3654cccc856e9d682817b04ac3ee79731cb09ca6f95996a95c904de2883/cryptography-50.0.1-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:9ebcdd5519be9b652a46f507817a74591774fc3d6923ac364e4dfa64e36b291b", size = 5014082, upload-time = "2026-08-25T19:44:26.709Z" }, + { url = "https://files.pythonhosted.org/packages/42/8b/cb12b1b60c91b074ca6bf0fdd59aa8f10d8bc5f73af8faece86ef0421b37/cryptography-50.0.1-cp311-abi3-win_amd64.whl", hash = "sha256:aed8db4f6d71c51efb89530e12d9464e7bf2923d46c3205dc794a2a93f8c0648", size = 3842826, upload-time = "2026-08-25T19:44:28.784Z" }, + { url = "https://files.pythonhosted.org/packages/84/a9/ee16a903f13755e914d1eecc482fe64d1f10761c3960e5d8fa6837377aff/cryptography-50.0.1-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:ca83d00d9e69cd5eb63f2e69c3a5a59e0cecae5ae14c6ae0b35830fe3b37bad0", size = 4035307, upload-time = "2026-08-25T19:44:58.305Z" }, + { url = "https://files.pythonhosted.org/packages/5e/a5/9ec7e81e8526c0d7a387d73386b2daed3f39e10d81a85930bd1b6bfba65c/cryptography-50.0.1-cp39-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:05ba322c4da95b262a212c345af888ef2c37c88c0509756ea00a0e6d68850f23", size = 4751900, upload-time = "2026-08-25T19:45:00.401Z" }, + { url = "https://files.pythonhosted.org/packages/7e/3c/0e77bd5ffcf078e9dd27d3074aad6c030d9b10d0bf69329d573c927a188c/cryptography-50.0.1-cp39-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e22dfed744bd4002e909464cb23d2f0b05c6f3113a79ef2e9864a53db737c733", size = 4738357, upload-time = "2026-08-25T19:45:02.786Z" }, + { url = "https://files.pythonhosted.org/packages/27/3a/3c5f80daa4dcd47323c7af8a2fcb90de27a33564d4fcac69846c0972691a/cryptography-50.0.1-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:4c4188f7c0cf655be5c06342b817ed0f9595b69ffa2b12026e5353eed29dea88", size = 4758474, upload-time = "2026-08-25T19:45:04.889Z" }, + { url = "https://files.pythonhosted.org/packages/6e/2b/214cf0cf93db9628c3c20c896b229f327f6fb1b20e4b3743d8ad3f00af8b/cryptography-50.0.1-cp39-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:2ebbfb0f1fed745e91796e3e1080a1440423fdae8ece1b995a1d80883a409054", size = 5375862, upload-time = "2026-08-25T19:45:07.163Z" }, + { url = "https://files.pythonhosted.org/packages/d6/51/3f9701867a46b6c1740c9b52fc4d3bed6cbdcfedcc9b6e64305c07f39cff/cryptography-50.0.1-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:407fe2b6db00939c05c0e945e9914238f2f0a430974839429dafc82b1ee6bee5", size = 4772942, upload-time = "2026-08-25T19:45:09.396Z" }, + { url = "https://files.pythonhosted.org/packages/0d/5c/13ea642e08e2544d0f5396122055f4820cfacb3203562197b5967125ea97/cryptography-50.0.1-cp39-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:2b34d76a652ea2b6faf777c35df230c5637842cd904e04f16230c3f9f03e4361", size = 4383347, upload-time = "2026-08-25T19:45:11.659Z" }, + { url = "https://files.pythonhosted.org/packages/84/d5/7d1fe1cb93f91c428093ff234e128c89ba8ea61a6f26aab406081f9b996e/cryptography-50.0.1-cp39-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:01f41478cf33fc605a6a089cd56d28b45c6c0b45a1928b61797f2621a04bac71", size = 4758050, upload-time = "2026-08-25T19:45:13.745Z" }, + { url = "https://files.pythonhosted.org/packages/dd/04/557fc5ead96a829e0bc812a3b9dc4a52a2f27e4f7f5950da7ff27653a805/cryptography-50.0.1-cp39-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:fc3ed7ebd2a8c96f5b166de0ab9b624996bef3b07bbeb19364dfb78222c22c80", size = 5332955, upload-time = "2026-08-25T19:45:16.193Z" }, + { url = "https://files.pythonhosted.org/packages/8c/eb/5d7124083e8d8cda8f5b348f544b71ad6f707ad63193758ef4d8e569da02/cryptography-50.0.1-cp39-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:9dde0a357190eb3b1da1bb9ab750e9c85cba82ca5977aa0836cbb94e92611239", size = 4772694, upload-time = "2026-08-25T19:45:18.315Z" }, + { url = "https://files.pythonhosted.org/packages/63/8e/f1f955e0921dd2b6d22eae7e8d24a4c4b638d10735ffbf6a71f99eb0fcb8/cryptography-50.0.1-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:fd3718b960d0b5dd213cdf03f3bcb7000e69dda0de8b956061947ff6bcff5558", size = 4888413, upload-time = "2026-08-25T19:45:20.4Z" }, + { url = "https://files.pythonhosted.org/packages/1f/ab/89e2b798d2c3925f82e2bb72d5979f3d2f6da2dd22ef4a8cd8b70d920039/cryptography-50.0.1-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:2a93d05e34d5f67fba6f891fe85d929999baa7195e853923ea6d7576c9e68c5e", size = 5044355, upload-time = "2026-08-25T19:45:22.353Z" }, + { url = "https://files.pythonhosted.org/packages/99/89/87ef49ffe383ef4e147d27b7bf2088fb0b54ea409dd87b5a89442e5828a5/cryptography-50.0.1-cp39-abi3-win_amd64.whl", hash = "sha256:55d16b1ef3ee0958d893a977b19777887e546c9954ea81b200c3301a864013f2", size = 3875429, upload-time = "2026-08-25T19:45:24.418Z" }, + { url = "https://files.pythonhosted.org/packages/c7/27/8d207af749c453ee17ea087340b3f2b4adef75aadd1d277b1b129bdda84e/cryptography-50.0.1-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:9cb3cb952cf5a8abd50c782a98a89d71699715e802fe349704b47f2425b42a94", size = 3974350, upload-time = "2026-08-25T19:45:26.551Z" }, + { url = "https://files.pythonhosted.org/packages/14/9a/6d3a4d7852e22d657438b7bf51f66102c7d71c0e1fafeec652281d0403e5/cryptography-50.0.1-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:5fe939deeb161024a6be98229c953b6591fef1f41214497a78fe793a244c017f", size = 4698675, upload-time = "2026-08-25T19:45:28.658Z" }, + { url = "https://files.pythonhosted.org/packages/73/35/5c3717edf9e68a0550ce04e28eab493fe545eccd81742af03f6a75fe260b/cryptography-50.0.1-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:fb4b9672d389c738b175c4166e78310f8a70358886aacd9173ee03a85ffdc671", size = 4707410, upload-time = "2026-08-25T19:45:30.816Z" }, + { url = "https://files.pythonhosted.org/packages/1d/e0/e786934472e3ac4ecdecc7b129a0ca1a2a40dffdafcf2c3ea9d4397f8def/cryptography-50.0.1-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:d63ae8f6481fec907ac0f588eee8a90aefde112c633131fe540e5711ddbb5a4e", size = 4698378, upload-time = "2026-08-25T19:45:33.043Z" }, + { url = "https://files.pythonhosted.org/packages/51/cf/5b3f53a0b74d122f023476ede40ba5d3e70d5cf475f73b899740d26a4fb2/cryptography-50.0.1-pp311-pypy311_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:804728ce710890870f3aaa344b2e161172d258d768ac139d02cfd9092d0d94e6", size = 4706889, upload-time = "2026-08-25T19:45:35.086Z" }, + { url = "https://files.pythonhosted.org/packages/71/44/711e61f7d014be825ef79b285b047292d1bf893732ac1bc030a351fb517f/cryptography-50.0.1-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:693c99b49bd37d0d096e4334c10232c77248c415b98d35236094cdf96d57258b", size = 3824006, upload-time = "2026-08-25T19:45:37.281Z" }, +] + +[[package]] +name = "cuda-bindings" +version = "13.4.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cuda-pathfinder" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/dc/45/57fb37fea9200d854960e36c2181675f92d16bfd7012cc5a95b153e782f0/cuda_bindings-13.4.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:56c1552e207b291c321cef9952fbfaf8591c2a14d9c6e5215071020f541a04e5", size = 6484208, upload-time = "2026-09-10T01:16:46.069Z" }, + { url = "https://files.pythonhosted.org/packages/ff/00/15dc1b8f2e5e98975107c366ec5671256d32b8e5c5ed6c1bb3a90a64f035/cuda_bindings-13.4.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e5dc0f13cfd14cd62206fede462f91c497d0c484b8236f4158531d20377066cd", size = 7159324, upload-time = "2026-09-10T01:16:48.109Z" }, +] + +[[package]] +name = "cuda-pathfinder" +version = "1.8.1" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9d/e6/22df83f82f9bc26cb1c42265cf14d34d4908dba2a0f261bd7b28244acb00/cuda_pathfinder-1.8.1-py3-none-any.whl", hash = "sha256:ae0137ff9e56ea97499bcbf54f5f2778ec25f3266715ac86da192a795af982a8", size = 62552, upload-time = "2026-09-02T16:55:28.64Z" }, +] + +[[package]] +name = "cuda-toolkit" +version = "13.0.3.0" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d1/c7/a79086a62c98befcdb8349656c6f114e2db3b8b2422f6e25c97a7f2a9a3c/cuda_toolkit-13.0.3.0-py2.py3-none-any.whl", hash = "sha256:d693caaa261214ddd7dbb60d68e71cbed884e68c2be7509778f3051da0b91c3f", size = 2512, upload-time = "2026-04-14T00:50:08.173Z" }, +] + +[package.optional-dependencies] +cublas = [ + { name = "nvidia-cublas", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, + { name = "nvidia-cuda-nvrtc", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +cudart = [ + { name = "nvidia-cuda-runtime", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +cufft = [ + { name = "nvidia-cufft", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, + { name = "nvidia-nvjitlink", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +cufile = [ + { name = "nvidia-cufile", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')" }, +] +cupti = [ + { name = "nvidia-cuda-cupti", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +curand = [ + { name = "nvidia-curand", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +cusolver = [ + { name = "nvidia-cublas", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, + { name = "nvidia-cusolver", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, + { name = "nvidia-cusparse", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, + { name = "nvidia-nvjitlink", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +cusparse = [ + { name = "nvidia-cusparse", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, + { name = "nvidia-nvjitlink", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +nvjitlink = [ + { name = "nvidia-nvjitlink", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +nvrtc = [ + { name = "nvidia-cuda-nvrtc", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] +nvtx = [ + { name = "nvidia-nvtx", marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')" }, +] + +[[package]] +name = "diffusers" +version = "0.40.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "filelock" }, + { name = "httpx" }, + { name = "huggingface-hub" }, + { name = "importlib-metadata" }, + { name = "numpy" }, + { name = "pillow" }, + { name = "regex" }, + { name = "requests" }, + { name = "safetensors" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/59/32/b9c6a198812e2a7d2c2828a850dba384306f9af285eac23e35e89d5b008a/diffusers-0.40.0.tar.gz", hash = "sha256:49f112ce52ff6d332ab68afec01f79a53e6489b42cb69104444c98b4a2f64af8", size = 4886420, upload-time = "2026-08-20T14:30:40.923Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/db/df/ffb593ebed2a068d2d6be44261283f39a6b809c0fcdfdcafbd448cbeec77/diffusers-0.40.0-py3-none-any.whl", hash = "sha256:5b5da7c3ddb62152fa4afc577f02e050af688c797375c34fb2d01006da3f3541", size = 5911654, upload-time = "2026-08-20T14:30:38.422Z" }, +] + +[[package]] +name = "einops" +version = "0.8.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/2c/77/850bef8d72ffb9219f0b1aac23fbc1bf7d038ee6ea666f331fa273031aa2/einops-0.8.2.tar.gz", hash = "sha256:609da665570e5e265e27283aab09e7f279ade90c4f01bcfca111f3d3e13f2827", size = 56261, upload-time = "2026-01-26T04:13:17.638Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2a/09/f8d8f8f31e4483c10a906437b4ce31bdf3d6d417b73fe33f1a8b59e34228/einops-0.8.2-py3-none-any.whl", hash = "sha256:54058201ac7087911181bfec4af6091bb59380360f069276601256a76af08193", size = 65638, upload-time = "2026-01-26T04:13:18.546Z" }, +] + +[[package]] +name = "filelock" +version = "3.32.6" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/38/46/126b1831dca12060d4a8296bf9c4fe5c93c4f22197fa239cb0cc82042bba/filelock-3.32.6.tar.gz", hash = "sha256:a3f55a18af3652a94d8f47d6055df434f254ca1d02ef2524850c6d249ca2512c", size = 225172, upload-time = "2026-09-08T22:57:11.528Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cc/06/4f138f618dbea66803291274f228f01daf29f306fe8b96bc30dab765df75/filelock-3.32.6-py3-none-any.whl", hash = "sha256:3f16ecd0117feae0dfc147e8c62eb5daeccd8bd800378c3ddf416de9b4feb6b1", size = 100189, upload-time = "2026-09-08T22:57:10.182Z" }, +] + +[[package]] +name = "fsspec" +version = "2026.7.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/00/78/f34251dadb8f3921264a1d9b8946f5e542014ee2614b285261b4e40e6775/fsspec-2026.7.0.tar.gz", hash = "sha256:c803c40f4cf860b49dea58ee3e1c33cb9c790520e233537e1340049f89b82a88", size = 317040, upload-time = "2026-07-28T16:34:51.052Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fd/3c/6a2bf344106328fd04963664a60b9bb6496fc25df8e962fcdc1367285fb9/fsspec-2026.7.0-py3-none-any.whl", hash = "sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279", size = 206583, upload-time = "2026-07-28T16:34:49.538Z" }, +] + +[[package]] +name = "h11" +version = "0.16.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/01/ee/02a2c011bdab74c6fb3c75474d40b3052059d95df7e73351460c8588d963/h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1", size = 101250, upload-time = "2025-04-24T03:35:25.427Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" }, +] + +[[package]] +name = "hf-xet" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/1b/ab/522a2ab67f27971a9d48ca666d4fca85ef7d5282d142e31fd087e27b1bbe/hf_xet-1.6.0.tar.gz", hash = "sha256:2e58454a340b3556dfa4972d5451aff4fba8dd42a236600ba1a1d2b1514f0fef", size = 920527, upload-time = "2026-08-03T22:33:13.243Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a2/50/7afa2c9c787405864fc47a0d1bbc02c62e9101947ed43c1f43899fc7d91d/hf_xet-1.6.0-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:633dc0cd71d32da58ab8c03ad38e2fac452c15c2b0a2866ebf6ededfe0a5061d", size = 4071729, upload-time = "2026-08-03T22:33:00.721Z" }, + { url = "https://files.pythonhosted.org/packages/4b/69/55b8dcf636142ae660fec1869fcac14c4da2e8412e14d6eee1523be77e9f/hf_xet-1.6.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:f0906082d9932ae0c0057fa194041c22b4e2cdb46b2592ef3b91f020d62a081a", size = 3876287, upload-time = "2026-08-03T22:33:02.251Z" }, + { url = "https://files.pythonhosted.org/packages/67/4e/a28359bf1c1ecf11eba22123168c138698f7cb576ac678f5a2e16cd5da08/hf_xet-1.6.0-cp38-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d62671bb130879cef0ee4c9ebe47a14af6c66ec53e6d84dc15936e5ffdfac82f", size = 4464663, upload-time = "2026-08-03T22:33:03.802Z" }, + { url = "https://files.pythonhosted.org/packages/9a/69/1f0cbc2fb22ae6082d094f743d1b8945a3f36f6089cb95f42b7ee348cda7/hf_xet-1.6.0-cp38-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:0e6e21fa3cdfcdcd76748564bf593870a5e013f47d97cf10aed63aa222cff5b7", size = 4262538, upload-time = "2026-08-03T22:33:05.287Z" }, + { url = "https://files.pythonhosted.org/packages/d1/3a/4f4f2301ade26e404462d3336fa11f7958d914cabbabdd6e03c3c5d5658c/hf_xet-1.6.0-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:4fc74352a17015bd0ee90038bc9efe38db894cde45f268b6712b04fce8cd0acb", size = 4460520, upload-time = "2026-08-03T22:33:06.81Z" }, + { url = "https://files.pythonhosted.org/packages/ab/5f/311725e2a905534dfee2dcb5b08414f249147f1f12252bfc2bd24caa075c/hf_xet-1.6.0-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:8fb4f71cba6129110c3374a33f919001ff130488fc23553698e34cc1c2a1198c", size = 4675937, upload-time = "2026-08-03T22:33:08.616Z" }, + { url = "https://files.pythonhosted.org/packages/98/b7/8c59a66d15205024662f1d66968136f13893f96df1ddc5087e2e281fc95f/hf_xet-1.6.0-cp38-abi3-win_amd64.whl", hash = "sha256:fb4fadde1b2b70bf4c0c14a6dccbe7194b1c28947fefd5bbe3fed9d940676c3b", size = 4033128, upload-time = "2026-08-03T22:33:10.171Z" }, + { url = "https://files.pythonhosted.org/packages/73/63/ca511b6f802f28cf3489b280fe77475bcca8de85e81a6299d7916b5b5555/hf_xet-1.6.0-cp38-abi3-win_arm64.whl", hash = "sha256:3dc3e35441ba395006af5aaacc40ef2e603c51ef46c3530b9156185f00935ea3", size = 3859359, upload-time = "2026-08-03T22:33:11.725Z" }, +] + +[[package]] +name = "httpcore" +version = "1.0.9" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "certifi" }, + { name = "h11" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/06/94/82699a10bca87a5556c9c59b5963f2d039dbd239f25bc2a63907a05a14cb/httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8", size = 85484, upload-time = "2025-04-24T22:06:22.219Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55", size = 78784, upload-time = "2025-04-24T22:06:20.566Z" }, +] + +[[package]] +name = "httpcore2" +version = "2.12.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "h11" }, + { name = "truststore" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/be/ad/f4f0e57345f1870f3e8cb624e058d7eca6e5a27d33bcc3311d9b618734cd/httpcore2-2.12.0.tar.gz", hash = "sha256:9293522bba0aa7c4c8e9e3f040c16575bd8868e155a77fa30c7a9085a5eae648", size = 67548, upload-time = "2026-08-18T13:22:08.211Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d2/74/d370e55600d9bcfa0d9794b0166126d49291a3d2b20c268fc98c453a4948/httpcore2-2.12.0-py3-none-any.whl", hash = "sha256:7e04258ce01013d7d615e5b910a3b27fac937d7a95038227e79652b4ba3b4ceb", size = 83074, upload-time = "2026-08-18T13:22:05.854Z" }, +] + +[[package]] +name = "httpx" +version = "0.28.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "certifi" }, + { name = "httpcore" }, + { name = "idna" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/b1/df/48c586a5fe32a0f01324ee087459e112ebb7224f646c0b5023f5e79e9956/httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc", size = 141406, upload-time = "2024-12-06T15:37:23.222Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" }, +] + +[[package]] +name = "httpx2" +version = "2.12.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio", marker = "sys_platform != 'emscripten'" }, + { name = "httpcore2", marker = "sys_platform != 'emscripten'" }, + { name = "idna" }, + { name = "truststore", marker = "sys_platform != 'emscripten'" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/7f/f8/579a8b51e42e38ee32647df9f08aa25643ae788e275cc625b199829c4671/httpx2-2.12.0.tar.gz", hash = "sha256:7631fe9887a8a2275f4a2540e053aa670fcc50742864a9ae7c66e609fdcf12cf", size = 100040, upload-time = "2026-08-18T13:22:09.086Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c8/95/411ba65569158e862368917aaf56597f3e5fa3b91b0502919638465a08f3/httpx2-2.12.0-py3-none-any.whl", hash = "sha256:cc8b6eecb8661c146b8f89a60e97456ee086e91a784ed31ac450c3a9e613dd36", size = 95427, upload-time = "2026-08-18T13:22:06.834Z" }, +] + +[[package]] +name = "huggingface-hub" +version = "1.31.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "click" }, + { name = "filelock" }, + { name = "fsspec" }, + { name = "hf-xet", marker = "platform_machine == 'AMD64' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64'" }, + { name = "httpx" }, + { name = "packaging" }, + { name = "pyyaml" }, + { name = "tqdm" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/9b/f0/61159db90b5cd275d55516fe27920828e7d3be4053fdbdb27c3f70e5f1ef/huggingface_hub-1.31.0.tar.gz", hash = "sha256:f8e9e710a210613fa5d0f26bba6da05ef4aef9fba5a0f23f508f5ac4d08b6f90", size = 968039, upload-time = "2026-09-10T10:27:22.724Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c3/7f/3f886a625043b77312b80da2f2bf00b5ecbf5a73061af1aa0259cd258c9d/huggingface_hub-1.31.0-py3-none-any.whl", hash = "sha256:9dbb6a503cbe2494ea666695207e7262d410659e09134059deb83e5480864667", size = 798313, upload-time = "2026-09-10T10:27:20.798Z" }, +] + +[[package]] +name = "idna" +version = "3.19" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/5f/f7/abb373e5757eaec4b922b92f97ec8d6d7e057cf06778247604fbc4e7c3f3/idna-3.19.tar.gz", hash = "sha256:5e0811a4383b21dc5838069f801c4fb62113b7447663d2530d2bd6e77b49bf15", size = 215237, upload-time = "2026-08-18T05:14:24.27Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/57/b0/0e52c878c53f245edd3a11020f20979b3f490f245af532c7cae3027754b5/idna-3.19-py3-none-any.whl", hash = "sha256:815e7be7a7806d54abb586dc943addc79e8b2ee16915059658cbeff4b1b43bf4", size = 68550, upload-time = "2026-08-18T05:14:22.343Z" }, +] + +[[package]] +name = "imageio" +version = "2.37.4" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, + { name = "pillow" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/48/62/aa770a9307508d2a2a2c62d536a49347bffe9e55322db27838d3c93d0b07/imageio-2.37.4.tar.gz", hash = "sha256:e45cbc5e83502047fb138f7f585f7f105a136a57eea5f4b3cfc6ce1b52720bd3", size = 390173, upload-time = "2026-07-20T05:26:11.369Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3e/2d/ca050652104bab2cf55e569db2a178b1b61cb041fef28307f2db383f6d9f/imageio-2.37.4-py3-none-any.whl", hash = "sha256:1ab2e22c8debf700f24c3ac43e8f95f3b3a8110c83b93411e97b4b0b2cd1c7e6", size = 318000, upload-time = "2026-07-20T05:26:09.874Z" }, +] + +[[package]] +name = "importlib-metadata" +version = "9.0.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "zipp" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/6f/7e/1e7e8dc30634b93ebb3d58a3dea569ad146e656218d3960ab04f62047b29/importlib_metadata-9.0.1.tar.gz", hash = "sha256:ab830580bc0ef3db61ce8fae716389e5462b67e033018bab6d8f80ef17172f99", size = 59124, upload-time = "2026-08-28T15:30:34.646Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/55/ecca97ae19075f1fac62def77731e7f535e6c1fb8f92ff08160c5e6dade8/importlib_metadata-9.0.1-py3-none-any.whl", hash = "sha256:bba5600596a7e21f3eef53281cf28d6a5195634d2f2b78ff9501a3272c6eaab0", size = 27920, upload-time = "2026-08-28T15:30:33.433Z" }, +] + +[[package]] +name = "iniconfig" +version = "2.3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/72/34/14ca021ce8e5dfedc35312d08ba8bf51fdd999c576889fc2c24cb97f4f10/iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730", size = 20503, upload-time = "2025-10-18T21:55:43.219Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" }, +] + +[[package]] +name = "jinja2" +version = "3.1.6" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "markupsafe" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/df/bf/f7da0350254c0ed7c72f3e33cef02e048281fec7ecec5f032d4aac52226b/jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d", size = 245115, upload-time = "2025-03-05T20:05:02.478Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" }, +] + +[[package]] +name = "jsonschema" +version = "4.26.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "attrs" }, + { name = "jsonschema-specifications" }, + { name = "referencing" }, + { name = "rpds-py" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/b3/fc/e067678238fa451312d4c62bf6e6cf5ec56375422aee02f9cb5f909b3047/jsonschema-4.26.0.tar.gz", hash = "sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326", size = 366583, upload-time = "2026-01-07T13:41:07.246Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/69/90/f63fb5873511e014207a475e2bb4e8b2e570d655b00ac19a9a0ca0a385ee/jsonschema-4.26.0-py3-none-any.whl", hash = "sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce", size = 90630, upload-time = "2026-01-07T13:41:05.306Z" }, +] + +[[package]] +name = "jsonschema-specifications" +version = "2025.9.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "referencing" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/19/74/a633ee74eb36c44aa6d1095e7cc5569bebf04342ee146178e2d36600708b/jsonschema_specifications-2025.9.1.tar.gz", hash = "sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d", size = 32855, upload-time = "2025-09-08T01:34:59.186Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe", size = 18437, upload-time = "2025-09-08T01:34:57.871Z" }, +] + +[[package]] +name = "lazy-loader" +version = "0.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "packaging" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/49/ac/21a1f8aa3777f5658576777ea76bfb124b702c520bbe90edf4ae9915eafa/lazy_loader-0.5.tar.gz", hash = "sha256:717f9179a0dbed357012ddad50a5ad3d5e4d9a0b8712680d4e687f5e6e6ed9b3", size = 15294, upload-time = "2026-03-06T15:45:09.054Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/8a/a1/8d812e53a5da1687abb10445275d41a8b13adb781bbf7196ddbcf8d88505/lazy_loader-0.5-py3-none-any.whl", hash = "sha256:ab0ea149e9c554d4ffeeb21105ac60bed7f3b4fd69b1d2360a4add51b170b005", size = 8044, upload-time = "2026-03-06T15:45:07.668Z" }, +] + +[[package]] +name = "markdown-it-py" +version = "4.2.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "mdurl" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/06/ff/7841249c247aa650a76b9ee4bbaeae59370dc8bfd2f6c01f3630c35eb134/markdown_it_py-4.2.0.tar.gz", hash = "sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49", size = 82454, upload-time = "2026-05-07T12:08:28.36Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/81/4da04ced5a082363ecfa159c010d200ecbd959ae410c10c0264a38cac0f5/markdown_it_py-4.2.0-py3-none-any.whl", hash = "sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a", size = 91687, upload-time = "2026-05-07T12:08:27.182Z" }, +] + +[[package]] +name = "markupsafe" +version = "3.0.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/7e/99/7690b6d4034fffd95959cbe0c02de8deb3098cc577c67bb6a24fe5d7caa7/markupsafe-3.0.3.tar.gz", hash = "sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698", size = 80313, upload-time = "2025-09-27T18:37:40.426Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/08/db/fefacb2136439fc8dd20e797950e749aa1f4997ed584c62cfb8ef7c2be0e/markupsafe-3.0.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:1cc7ea17a6824959616c525620e387f6dd30fec8cb44f649e31712db02123dad", size = 11631, upload-time = "2025-09-27T18:36:18.185Z" }, + { url = "https://files.pythonhosted.org/packages/e1/2e/5898933336b61975ce9dc04decbc0a7f2fee78c30353c5efba7f2d6ff27a/markupsafe-3.0.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:4bd4cd07944443f5a265608cc6aab442e4f74dff8088b0dfc8238647b8f6ae9a", size = 12058, upload-time = "2025-09-27T18:36:19.444Z" }, + { url = "https://files.pythonhosted.org/packages/1d/09/adf2df3699d87d1d8184038df46a9c80d78c0148492323f4693df54e17bb/markupsafe-3.0.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6b5420a1d9450023228968e7e6a9ce57f65d148ab56d2313fcd589eee96a7a50", size = 24287, upload-time = "2025-09-27T18:36:20.768Z" }, + { url = "https://files.pythonhosted.org/packages/30/ac/0273f6fcb5f42e314c6d8cd99effae6a5354604d461b8d392b5ec9530a54/markupsafe-3.0.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0bf2a864d67e76e5c9a34dc26ec616a66b9888e25e7b9460e1c76d3293bd9dbf", size = 22940, upload-time = "2025-09-27T18:36:22.249Z" }, + { url = "https://files.pythonhosted.org/packages/19/ae/31c1be199ef767124c042c6c3e904da327a2f7f0cd63a0337e1eca2967a8/markupsafe-3.0.3-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:bc51efed119bc9cfdf792cdeaa4d67e8f6fcccab66ed4bfdd6bde3e59bfcbb2f", size = 21887, upload-time = "2025-09-27T18:36:23.535Z" }, + { url = "https://files.pythonhosted.org/packages/b2/76/7edcab99d5349a4532a459e1fe64f0b0467a3365056ae550d3bcf3f79e1e/markupsafe-3.0.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:068f375c472b3e7acbe2d5318dea141359e6900156b5b2ba06a30b169086b91a", size = 23692, upload-time = "2025-09-27T18:36:24.823Z" }, + { url = "https://files.pythonhosted.org/packages/a4/28/6e74cdd26d7514849143d69f0bf2399f929c37dc2b31e6829fd2045b2765/markupsafe-3.0.3-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:7be7b61bb172e1ed687f1754f8e7484f1c8019780f6f6b0786e76bb01c2ae115", size = 21471, upload-time = "2025-09-27T18:36:25.95Z" }, + { url = "https://files.pythonhosted.org/packages/62/7e/a145f36a5c2945673e590850a6f8014318d5577ed7e5920a4b3448e0865d/markupsafe-3.0.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a", size = 22923, upload-time = "2025-09-27T18:36:27.109Z" }, + { url = "https://files.pythonhosted.org/packages/0f/62/d9c46a7f5c9adbeeeda52f5b8d802e1094e9717705a645efc71b0913a0a8/markupsafe-3.0.3-cp311-cp311-win32.whl", hash = "sha256:0db14f5dafddbb6d9208827849fad01f1a2609380add406671a26386cdf15a19", size = 14572, upload-time = "2025-09-27T18:36:28.045Z" }, + { url = "https://files.pythonhosted.org/packages/83/8a/4414c03d3f891739326e1783338e48fb49781cc915b2e0ee052aa490d586/markupsafe-3.0.3-cp311-cp311-win_amd64.whl", hash = "sha256:de8a88e63464af587c950061a5e6a67d3632e36df62b986892331d4620a35c01", size = 15077, upload-time = "2025-09-27T18:36:29.025Z" }, + { url = "https://files.pythonhosted.org/packages/35/73/893072b42e6862f319b5207adc9ae06070f095b358655f077f69a35601f0/markupsafe-3.0.3-cp311-cp311-win_arm64.whl", hash = "sha256:3b562dd9e9ea93f13d53989d23a7e775fdfd1066c33494ff43f5418bc8c58a5c", size = 13876, upload-time = "2025-09-27T18:36:29.954Z" }, +] + +[[package]] +name = "mcp" +version = "2.2.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "httpx2" }, + { name = "jsonschema" }, + { name = "mcp-types" }, + { name = "opentelemetry-api" }, + { name = "pydantic" }, + { name = "pyjwt", extra = ["crypto"] }, + { name = "python-multipart" }, + { name = "pywin32", marker = "sys_platform == 'win32'" }, + { name = "sse-starlette" }, + { name = "starlette" }, + { name = "typing-extensions" }, + { name = "typing-inspection" }, + { name = "uvicorn", marker = "sys_platform != 'emscripten'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/76/31/ac54fb0fdd5b37de704486e288bba4fbbb463f24cfcfedbede407b854513/mcp-2.2.0.tar.gz", hash = "sha256:2dc37ecb1974becdcebdbf7561e7c15a07dbbf20ba21ba16c3593b3038b3afbd", size = 4084129, upload-time = "2026-09-07T16:06:23.439Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1b/ff/8e7eade68b8a28f7da0ed1085544341b51f9c935dbf6b95c76b7edfea6a0/mcp-2.2.0-py3-none-any.whl", hash = "sha256:bde982589473a060ae145e3406e9a5333fe538c97229ba841f5a7f92be004f81", size = 365656, upload-time = "2026-09-07T16:06:19.711Z" }, +] + +[[package]] +name = "mcp-sd15" +version = "0.1.0" +source = { editable = "." } +dependencies = [ + { name = "accelerate" }, + { name = "controlnet-aux" }, + { name = "diffusers" }, + { name = "mcp" }, + { name = "numpy" }, + { name = "opencv-python-headless" }, + { name = "peft" }, + { name = "pillow" }, + { name = "safetensors" }, + { name = "torch" }, + { name = "transformers" }, +] + +[package.dev-dependencies] +dev = [ + { name = "pyright" }, + { name = "pytest" }, + { name = "pytest-asyncio" }, + { name = "ruff" }, +] + +[package.metadata] +requires-dist = [ + { name = "accelerate", specifier = ">=1.1" }, + { name = "controlnet-aux", specifier = ">=0.0.10" }, + { name = "diffusers", specifier = ">=0.35" }, + { name = "mcp", specifier = ">=2,<3" }, + { name = "numpy", specifier = ">=1.26,<3" }, + { name = "opencv-python-headless", specifier = ">=4.10" }, + { name = "peft", specifier = ">=0.13" }, + { name = "pillow", specifier = ">=10.4" }, + { name = "safetensors", specifier = ">=0.4" }, + { name = "torch", specifier = ">=2.4" }, + { name = "transformers", specifier = ">=4.45" }, +] + +[package.metadata.requires-dev] +dev = [ + { name = "pyright", specifier = ">=1.1.390" }, + { name = "pytest", specifier = ">=8.3" }, + { name = "pytest-asyncio", specifier = ">=0.24" }, + { name = "ruff", specifier = ">=0.8" }, +] + +[[package]] +name = "mcp-types" +version = "2.2.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "pydantic" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/ae/91/762d7755d971aff8a28d75f7961656148edf27875c8026e6385aaab08ae7/mcp_types-2.2.0.tar.gz", hash = "sha256:d3ed53703ddd10d9c6399f29d322bb66f3f67ab41348ac8556ba23e07fedefad", size = 65892, upload-time = "2026-09-07T16:06:25.187Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/8f/d7/6ffba5d8cd5dd9b8a19478875c50e04945314ba5074e84d749283f27f62d/mcp_types-2.2.0-py3-none-any.whl", hash = "sha256:ea476b73ee86709ab5abc9452385ed36cc05907e582355622e294595c9a04f13", size = 69106, upload-time = "2026-09-07T16:06:21.461Z" }, +] + +[[package]] +name = "mdurl" +version = "0.1.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d6/54/cfe61301667036ec958cb99bd3efefba235e65cdeb9c84d24a8293ba1d90/mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba", size = 8729, upload-time = "2022-08-14T12:40:10.846Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8", size = 9979, upload-time = "2022-08-14T12:40:09.779Z" }, +] + +[[package]] +name = "mpmath" +version = "1.3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e0/47/dd32fa426cc72114383ac549964eecb20ecfd886d1e5ccf5340b55b02f57/mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f", size = 508106, upload-time = "2023-03-07T16:47:11.061Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c", size = 536198, upload-time = "2023-03-07T16:47:09.197Z" }, +] + +[[package]] +name = "networkx" +version = "3.6.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/6a/51/63fe664f3908c97be9d2e4f1158eb633317598cfa6e1fc14af5383f17512/networkx-3.6.1.tar.gz", hash = "sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509", size = 2517025, upload-time = "2025-12-08T17:02:39.908Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9e/c9/b2622292ea83fbb4ec318f5b9ab867d0a28ab43c5717bb85b0a5f6b3b0a4/networkx-3.6.1-py3-none-any.whl", hash = "sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762", size = 2068504, upload-time = "2025-12-08T17:02:38.159Z" }, +] + +[[package]] +name = "nodeenv" +version = "1.10.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/24/bf/d1bda4f6168e0b2e9e5958945e01910052158313224ada5ce1fb2e1113b8/nodeenv-1.10.0.tar.gz", hash = "sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb", size = 55611, upload-time = "2025-12-20T14:08:54.006Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/88/b2/d0896bdcdc8d28a7fc5717c305f1a861c26e18c05047949fb371034d98bd/nodeenv-1.10.0-py2.py3-none-any.whl", hash = "sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827", size = 23438, upload-time = "2025-12-20T14:08:52.782Z" }, +] + +[[package]] +name = "numpy" +version = "2.4.6" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d0/ad/fed0499ce6a338d2a03ebae59cd15093910c8875328855781952abf6c2fe/numpy-2.4.6.tar.gz", hash = "sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda", size = 20735807, upload-time = "2026-05-18T23:37:14.07Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/49/ec46835a70be8fa6446c495126ac84fdb28cb2558e1620ffb87a10c8b64c/numpy-2.4.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4", size = 16969194, upload-time = "2026-05-18T23:33:13.503Z" }, + { url = "https://files.pythonhosted.org/packages/0e/0d/f5957185c0ee2f3e12f78715aa9e3b353fd83633316c8532b38faa37e3f6/numpy-2.4.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d", size = 14964111, upload-time = "2026-05-18T23:33:17.795Z" }, + { url = "https://files.pythonhosted.org/packages/ad/40/40a40ee0ddf7ceb782c49af278894b686e586d65d8c1889c8b5da01a3d7d/numpy-2.4.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8", size = 5469159, upload-time = "2026-05-18T23:33:20.654Z" }, + { url = "https://files.pythonhosted.org/packages/63/13/f9a8046535cb21deae82f8d03de9617e08882d274fad2539630761888228/numpy-2.4.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538", size = 6798936, upload-time = "2026-05-18T23:33:22.987Z" }, + { url = "https://files.pythonhosted.org/packages/33/a8/6fa8c1a345a8c85dbb21932c447bee07c30a2c2a3f31e369c0a84b300147/numpy-2.4.6-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47", size = 15966692, upload-time = "2026-05-18T23:33:26.62Z" }, + { url = "https://files.pythonhosted.org/packages/02/03/74fe2a4cb3817d94d86402f2506554130a2f01414e299b5a843e5a8a957f/numpy-2.4.6-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93", size = 16918164, upload-time = "2026-05-18T23:33:29.955Z" }, + { url = "https://files.pythonhosted.org/packages/c5/80/3615be3313f7e7696609bc194b9f0101da809df79e859bdb84e0cd043f46/numpy-2.4.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8", size = 17322877, upload-time = "2026-05-18T23:33:34.724Z" }, + { url = "https://files.pythonhosted.org/packages/ca/ac/a691e0fe2675e370d0e08ff905adc49a1c8830e8cae03efe4477e92cd55d/numpy-2.4.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6", size = 18651487, upload-time = "2026-05-18T23:33:38.217Z" }, + { url = "https://files.pythonhosted.org/packages/15/a7/9bc1cd626d7bf6869bfedf27b91b6ab5dd607758bf8e959d6fa80c6a59cb/numpy-2.4.6-cp311-cp311-win32.whl", hash = "sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8", size = 6233945, upload-time = "2026-05-18T23:33:41.331Z" }, + { url = "https://files.pythonhosted.org/packages/c5/31/7fc6239c12bce7e931463251cca4426c465e1876ba3cc785402ef4dd8f4e/numpy-2.4.6-cp311-cp311-win_amd64.whl", hash = "sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147", size = 12608406, upload-time = "2026-05-18T23:33:44.131Z" }, + { url = "https://files.pythonhosted.org/packages/27/83/140f85a466595a16382996a1bf06b2b54bcd597488921b0c9daaeeda72af/numpy-2.4.6-cp311-cp311-win_arm64.whl", hash = "sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577", size = 10479528, upload-time = "2026-05-18T23:33:50.725Z" }, + { url = "https://files.pythonhosted.org/packages/de/12/b422cc84439adc0d00de605bf4a308890ae5c26f2c71fbd73e5d08fbb0dd/numpy-2.4.6-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662", size = 16847511, upload-time = "2026-05-18T23:36:50.673Z" }, + { url = "https://files.pythonhosted.org/packages/44/53/f481bef68011740f8849418d82db07230e825013f31f4eef5ba5b805316a/numpy-2.4.6-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7", size = 14889064, upload-time = "2026-05-18T23:36:53.879Z" }, + { url = "https://files.pythonhosted.org/packages/7f/57/42ed575c10ced8af951d426bc4e1f8aff16fd851db33f067036215a7f860/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f", size = 5394157, upload-time = "2026-05-18T23:36:57.194Z" }, + { url = "https://files.pythonhosted.org/packages/6a/ef/f66cc724fcc36c1e364c67f51ae9146090b8b584f27d58b97fdae3edd737/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c", size = 6708728, upload-time = "2026-05-18T23:36:59.575Z" }, + { url = "https://files.pythonhosted.org/packages/1a/9c/c531f2293b91265d8b48e9b329f54fdd7ffae73cb4134ea10cca4237e9cc/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0", size = 15798374, upload-time = "2026-05-18T23:37:02.674Z" }, + { url = "https://files.pythonhosted.org/packages/1a/b0/413077f6b1153ed3cba361401c6783bbad6114804a000cc22eb71c13e190/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02", size = 16747286, upload-time = "2026-05-18T23:37:06.327Z" }, + { url = "https://files.pythonhosted.org/packages/15/ce/e5ec180bc41812edcd8daeb8639d205622c0e8c02259d8ab25a0201b3c2a/numpy-2.4.6-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73", size = 12504263, upload-time = "2026-05-18T23:37:09.715Z" }, +] + +[[package]] +name = "nvidia-cublas" +version = "13.1.1.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-cuda-nvrtc" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/a7/a1/0bd24ee8c8d03adac032fd2909426a00c88f8c57961b1277ded97f91119f/nvidia_cublas-13.1.1.3-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:b7a210458267ac818974c53038fbec2e969d5c99f305ab15c72522fa9f001dd5", size = 542848918, upload-time = "2026-04-08T18:46:22.985Z" }, + { url = "https://files.pythonhosted.org/packages/3b/cd/154ca20c38269e05eff77c1464e6c1da89f50a6390b565e9d82e06bc11e1/nvidia_cublas-13.1.1.3-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:37936a16db8fe4ac1f065c2139360608a543a09275cb1a1af612e08cfa065436", size = 423138758, upload-time = "2026-04-08T18:46:58.655Z" }, +] + +[[package]] +name = "nvidia-cuda-cupti" +version = "13.0.85" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2a/2a/80353b103fc20ce05ef51e928daed4b6015db4aaa9162ed0997090fe2250/nvidia_cuda_cupti-13.0.85-py3-none-manylinux_2_25_aarch64.whl", hash = "sha256:796bd679890ee55fb14a94629b698b6db54bcfd833d391d5e94017dd9d7d3151", size = 10310827, upload-time = "2025-09-04T08:26:42.012Z" }, + { url = "https://files.pythonhosted.org/packages/33/6d/737d164b4837a9bbd202f5ae3078975f0525a55730fe871d8ed4e3b952b0/nvidia_cuda_cupti-13.0.85-py3-none-manylinux_2_25_x86_64.whl", hash = "sha256:4eb01c08e859bf924d222250d2e8f8b8ff6d3db4721288cf35d14252a4d933c8", size = 10715597, upload-time = "2025-09-04T08:26:51.312Z" }, +] + +[[package]] +name = "nvidia-cuda-nvrtc" +version = "13.0.88" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c3/68/483a78f5e8f31b08fb1bb671559968c0ca3a065ac7acabfc7cee55214fd6/nvidia_cuda_nvrtc-13.0.88-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:ad9b6d2ead2435f11cbb6868809d2adeeee302e9bb94bcf0539c7a40d80e8575", size = 90215200, upload-time = "2025-09-04T08:28:44.204Z" }, + { url = "https://files.pythonhosted.org/packages/b7/dc/6bb80850e0b7edd6588d560758f17e0550893a1feaf436807d64d2da040f/nvidia_cuda_nvrtc-13.0.88-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d27f20a0ca67a4bb34268a5e951033496c5b74870b868bacd046b1b8e0c3267b", size = 43015449, upload-time = "2025-09-04T08:28:20.239Z" }, +] + +[[package]] +name = "nvidia-cuda-runtime" +version = "13.0.96" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/87/4f/17d7b9b8e285199c58ce28e31b5c5bbaa4d8271af06a89b6405258245de2/nvidia_cuda_runtime-13.0.96-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ef9bcbe90493a2b9d810e43d249adb3d02e98dd30200d86607d8d02687c43f55", size = 2261060, upload-time = "2025-10-09T08:55:15.78Z" }, + { url = "https://files.pythonhosted.org/packages/2e/24/d1558f3b68b1d26e706813b1d10aa1d785e4698c425af8db8edc3dced472/nvidia_cuda_runtime-13.0.96-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7f82250d7782aa23b6cfe765ecc7db554bd3c2870c43f3d1821f1d18aebf0548", size = 2243632, upload-time = "2025-10-09T08:55:36.117Z" }, +] + +[[package]] +name = "nvidia-cudnn-cu13" +version = "9.24.0.43" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-cublas" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/ca/30/7c257e3d5cb4fecb147b93895c66e29c93f8e76d74b45bb418ff0587c4ec/nvidia_cudnn_cu13-9.24.0.43-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:a6812a554a1ff0413e9c52b84c26c050380649ab9615f9c16bded368ce9f421f", size = 650976863, upload-time = "2026-07-02T16:23:39.248Z" }, + { url = "https://files.pythonhosted.org/packages/5c/ba/791cffd048fe5b044e620df55267e3e95c0e6e07d50b41e377c03dfc910f/nvidia_cudnn_cu13-9.24.0.43-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:71f181cd810e90f9b6023b01186fe82d13d65f0ec098581ee201d39fad769e4b", size = 553099438, upload-time = "2026-07-02T16:27:42.58Z" }, +] + +[[package]] +name = "nvidia-cufft" +version = "12.0.0.61" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-nvjitlink" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/8b/ae/f417a75c0259e85c1d2f83ca4e960289a5f814ed0cea74d18c353d3e989d/nvidia_cufft-12.0.0.61-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2708c852ef8cd89d1d2068bdbece0aa188813a0c934db3779b9b1faa8442e5f5", size = 214053554, upload-time = "2025-09-04T08:31:38.196Z" }, + { url = "https://files.pythonhosted.org/packages/a8/2f/7b57e29836ea8714f81e9898409196f47d772d5ddedddf1592eadb8ab743/nvidia_cufft-12.0.0.61-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6c44f692dce8fd5ffd3e3df134b6cdb9c2f72d99cf40b62c32dde45eea9ddad3", size = 214085489, upload-time = "2025-09-04T08:31:56.044Z" }, +] + +[[package]] +name = "nvidia-cufile" +version = "1.15.1.6" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3f/70/4f193de89a48b71714e74602ee14d04e4019ad36a5a9f20c425776e72cd6/nvidia_cufile-1.15.1.6-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:08a3ecefae5a01c7f5117351c64f17c7c62efa5fffdbe24fc7d298da19cd0b44", size = 1223672, upload-time = "2025-09-04T08:32:22.779Z" }, + { url = "https://files.pythonhosted.org/packages/ab/73/cc4a14c9813a8a0d509417cf5f4bdaba76e924d58beb9864f5a7baceefbf/nvidia_cufile-1.15.1.6-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:bdc0deedc61f548bddf7733bdc216456c2fdb101d020e1ab4b88d232d5e2f6d1", size = 1136992, upload-time = "2025-09-04T08:32:14.119Z" }, +] + +[[package]] +name = "nvidia-curand" +version = "10.4.0.35" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1e/72/7c2ae24fb6b63a32e6ae5d241cc65263ea18d08802aaae087d9f013335a2/nvidia_curand-10.4.0.35-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:133df5a7509c3e292aaa2b477afd0194f06ce4ea24d714d616ff36439cee349a", size = 61962106, upload-time = "2025-08-04T10:21:41.128Z" }, + { url = "https://files.pythonhosted.org/packages/a5/9f/be0a41ca4a4917abf5cb9ae0daff1a6060cc5de950aec0396de9f3b52bc5/nvidia_curand-10.4.0.35-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:1aee33a5da6e1db083fe2b90082def8915f30f3248d5896bcec36a579d941bfc", size = 59544258, upload-time = "2025-08-04T10:22:03.992Z" }, +] + +[[package]] +name = "nvidia-cusolver" +version = "12.0.4.66" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-cublas" }, + { name = "nvidia-cusparse" }, + { name = "nvidia-nvjitlink" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/c8/c3/b30c9e935fc01e3da443ec0116ed1b2a009bb867f5324d3f2d7e533e776b/nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:02c2457eaa9e39de20f880f4bd8820e6a1cfb9f9a34f820eb12a155aa5bc92d2", size = 223467760, upload-time = "2025-09-04T08:33:04.222Z" }, + { url = "https://files.pythonhosted.org/packages/5f/67/cba3777620cdacb99102da4042883709c41c709f4b6323c10781a9c3aa34/nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:0a759da5dea5c0ea10fd307de75cdeb59e7ea4fcb8add0924859b944babf1112", size = 200941980, upload-time = "2025-09-04T08:33:22.767Z" }, +] + +[[package]] +name = "nvidia-cusparse" +version = "12.6.3.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nvidia-nvjitlink" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/f8/94/5c26f33738ae35276672f12615a64bd008ed5be6d1ebcb23579285d960a9/nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:80bcc4662f23f1054ee334a15c72b8940402975e0eab63178fc7e670aa59472c", size = 162155568, upload-time = "2025-09-04T08:33:42.864Z" }, + { url = "https://files.pythonhosted.org/packages/fa/18/623c77619c31d62efd55302939756966f3ecc8d724a14dab2b75f1508850/nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:2b3c89c88d01ee0e477cb7f82ef60a11a4bcd57b6b87c33f789350b59759360b", size = 145942937, upload-time = "2025-09-04T08:33:58.029Z" }, +] + +[[package]] +name = "nvidia-cusparselt-cu13" +version = "0.8.1" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/46/e1/cdc1797eadf82d3a9a575a19b33fdc871a97edbec42c00b5b5e914f4aff4/nvidia_cusparselt_cu13-0.8.1-py3-none-manylinux2014_aarch64.whl", hash = "sha256:4dca476c50bf4780d46cd0bfbd82e2bc10a08e4fef7950917ce8d7578d22a23f", size = 221051344, upload-time = "2025-09-05T18:49:51.289Z" }, + { url = "https://files.pythonhosted.org/packages/34/7d/2661f2fb3ac4302f3a246f5fc030213ac60c1fe0bce84f9783dbd831dbb7/nvidia_cusparselt_cu13-0.8.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:786ce87568c303fadb5afcc7102d454cd3040d75f6f8626f5db460d1871f4dd0", size = 170148586, upload-time = "2025-09-05T18:50:50.248Z" }, +] + +[[package]] +name = "nvidia-nccl-cu13" +version = "2.30.7" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d1/21/a73174c6157101bdf1ffc22b517f76ff0082613989dd9bc8f43e8034caac/nvidia_nccl_cu13-2.30.7-py3-none-manylinux_2_18_aarch64.whl", hash = "sha256:ca786ffa5a647c75d4d1f5cc72a6c4f537947e2ba8823d7c8aaf768e7a7b9f77", size = 215983881, upload-time = "2026-06-09T03:23:15.633Z" }, + { url = "https://files.pythonhosted.org/packages/3f/34/c500f90c7ae641b8e0f98965b36b8a7ac79cc8b296e8d251fe3eb592ee54/nvidia_nccl_cu13-2.30.7-py3-none-manylinux_2_18_x86_64.whl", hash = "sha256:cefa7fdb9710efd0f39c5f1be1d61ff6fc9a996c451265bd7fbdcf9455ed4b50", size = 215965170, upload-time = "2026-06-09T03:23:39.73Z" }, +] + +[[package]] +name = "nvidia-nvjitlink" +version = "13.4.52" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7f/c1/091f198d7f87e31d67fa9680eec8f8e4c6f889881f729b759db36ff01612/nvidia_nvjitlink-13.4.52-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:90401db7e5a580a5067a468b3086e0b65f3b96ab3c42524afd741efc8a0e150a", size = 42452221, upload-time = "2026-09-09T18:01:32.895Z" }, + { url = "https://files.pythonhosted.org/packages/7e/a9/225ff51e80de170be880cb88e992193bc8134a51059cc0a3952f967f62c5/nvidia_nvjitlink-13.4.52-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:3a589e3732140839349545efd0db67426523459b12e6952c3c73b6d55900f200", size = 40419746, upload-time = "2026-09-09T18:01:25.103Z" }, +] + +[[package]] +name = "nvidia-nvshmem-cu13" +version = "3.4.5" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/dc/0f/05cc9c720236dcd2db9c1ab97fff629e96821be2e63103569da0c9b72f19/nvidia_nvshmem_cu13-3.4.5-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6dc2a197f38e5d0376ad52cd1a2a3617d3cdc150fd5966f4aee9bcebb1d68fe9", size = 60215947, upload-time = "2025-09-06T00:32:20.022Z" }, + { url = "https://files.pythonhosted.org/packages/3c/35/a9bf80a609e74e3b000fef598933235c908fcefcef9026042b8e6dfde2a9/nvidia_nvshmem_cu13-3.4.5-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:290f0a2ee94c9f3687a02502f3b9299a9f9fe826e6d0287ee18482e78d495b80", size = 60412546, upload-time = "2025-09-06T00:32:41.564Z" }, +] + +[[package]] +name = "nvidia-nvtx" +version = "13.0.85" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c2/f3/d86c845465a2723ad7e1e5c36dcd75ddb82898b3f53be47ebd429fb2fa5d/nvidia_nvtx-13.0.85-py3-none-manylinux1_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:4936d1d6780fbe68db454f5e72a42ff64d1fd6397df9f363ae786930fd5c1cd4", size = 148047, upload-time = "2025-09-04T08:29:01.761Z" }, + { url = "https://files.pythonhosted.org/packages/a8/64/3708a90d1ebe202ffdeb7185f878a3c84d15c2b2c31858da2ce0583e2def/nvidia_nvtx-13.0.85-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cb7780edb6b14107373c835bf8b72e7a178bac7367e23da7acb108f973f157a6", size = 148878, upload-time = "2025-09-04T08:28:53.627Z" }, +] + +[[package]] +name = "opencv-python-headless" +version = "5.0.0.93" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/1d/99/76b7c80252aa83c1af16393454aafd125a0287101afe8deb0a6821af0e30/opencv_python_headless-5.0.0.93.tar.gz", hash = "sha256:b82f9831daab90b725c7c1ee1b36cb5732c367096ac76d119e64e14eb70d5f3c", size = 81817738, upload-time = "2026-07-02T07:01:06.039Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/53/7c/8c8097891c509d98cd128493835c95631c80be6a8f37ed9d25716c2e16f1/opencv_python_headless-5.0.0.93-cp37-abi3-macosx_13_0_arm64.whl", hash = "sha256:030ca5e0837a2963ab36ef896baa9767eb8d2b83353fb28af5a521e40dd8756f", size = 48322581, upload-time = "2026-07-02T05:50:34.207Z" }, + { url = "https://files.pythonhosted.org/packages/90/8c/eab2ad388c3cbab2a350c10c2ef19ce6bd099240afc31789032c996bab52/opencv_python_headless-5.0.0.93-cp37-abi3-macosx_14_0_x86_64.whl", hash = "sha256:1e55af3abfb462eeeabe5c775f12bdb36216d8a93a3583d69e6bd6e1d6ba7d00", size = 34782894, upload-time = "2026-07-02T05:51:39.856Z" }, + { url = "https://files.pythonhosted.org/packages/ec/78/afca939f40ffe2b2380bfa86f812b2f7d4acc5a27b27dc41b49cad7ce7b4/opencv_python_headless-5.0.0.93-cp37-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:10818d91510e05c04568ae12b5cd120779c70c01bf897b001a6221fe430df80f", size = 36521085, upload-time = "2026-07-02T06:55:24.429Z" }, + { url = "https://files.pythonhosted.org/packages/2b/97/8170e9819764c47e436c130d3ff6cfb73b58f923eae9d3a03d8982b04aec/opencv_python_headless-5.0.0.93-cp37-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:09a872a157c1376ab922a69bbf22f9a95bcc7b658a9d8b436a60212b02b2eeb4", size = 56563598, upload-time = "2026-07-02T06:55:47.355Z" }, + { url = "https://files.pythonhosted.org/packages/3a/98/1a28a7101e31801042b3098871a74b76c61581d328ef40774ff4edb53a56/opencv_python_headless-5.0.0.93-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:840bd717c21e5c11cadadc022a823315ea417f961213d06b4df010e019eb16f4", size = 39648433, upload-time = "2026-07-02T06:56:04.255Z" }, + { url = "https://files.pythonhosted.org/packages/9b/21/f6ef335f6e65724aa78b8d792b48d40a48c381715f1e62f5a5049e09d07e/opencv_python_headless-5.0.0.93-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:ed709fdf9aa0bd1f2ed8549e71d19449b03a675bb581eb292285f6861953be37", size = 61204038, upload-time = "2026-07-02T06:56:41.823Z" }, + { url = "https://files.pythonhosted.org/packages/d0/8f/b8756467ea991449a293797f6b3fa80fcfdd29598a0a60d1cd5715b96e61/opencv_python_headless-5.0.0.93-cp37-abi3-win32.whl", hash = "sha256:c6bcd96b185975ea240d22cfdb15a1f6d080cc95264cfbe2621f21bb144d89b9", size = 35411237, upload-time = "2026-07-02T05:50:12.901Z" }, + { url = "https://files.pythonhosted.org/packages/b8/88/763b967f7efd7226b82c9fae16d560cba049b1f0c036647e65c610fd636e/opencv_python_headless-5.0.0.93-cp37-abi3-win_amd64.whl", hash = "sha256:829717b6a95554f273e49e357cee3b3a2a26b6f4842fbc1bed2b45bdd8f87e0e", size = 43825962, upload-time = "2026-07-02T05:50:09.627Z" }, +] + +[[package]] +name = "opentelemetry-api" +version = "1.44.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/ee/8b/aa9e2d8b8dfa7c946f7dec5d1f8f6ba8eca062f43509a06bdb5ce93d26c0/opentelemetry_api-1.44.0.tar.gz", hash = "sha256:67647e5e9566edcf421166fdf022b3537f818635daa852b289e34604dc6fb33a", size = 72406, upload-time = "2026-07-16T15:25:32.678Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ca/6f/a04e900f465ff3221ccc395522503e2d10e79fa21f2723c8e177aae1e0d1/opentelemetry_api-1.44.0-py3-none-any.whl", hash = "sha256:94b98c893a91b88657eaac1e3ba89618cdb85be6918196705354f34728b2cdef", size = 60018, upload-time = "2026-07-16T15:25:11.657Z" }, +] + +[[package]] +name = "packaging" +version = "26.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/7d/fa/3944b40b07da9ce895c0e6303a5ab7d53da063554f534556b134a54d6093/packaging-26.3.tar.gz", hash = "sha256:94edc256424af38762eb31306eed28beb9f0efc50a8837492c9d6fd6004aed79", size = 313412, upload-time = "2026-08-04T18:15:28.737Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/63/34/ba1c580383c9eada3711951fef0795c80b829a078d72188184bcab9dd527/packaging-26.3-py3-none-any.whl", hash = "sha256:d7193f7c8e4e93f444fde0262bf90af30e16fa0ad0ad44cb553c87339b23cd1c", size = 129956, upload-time = "2026-08-04T18:15:27.159Z" }, +] + +[[package]] +name = "peft" +version = "0.20.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "accelerate" }, + { name = "huggingface-hub" }, + { name = "numpy" }, + { name = "packaging" }, + { name = "psutil" }, + { name = "pyyaml" }, + { name = "safetensors" }, + { name = "torch" }, + { name = "tqdm" }, + { name = "transformers" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/b4/08/02541a2c29be7c78698f73d438bc0e733b214f3f35ec5db79fca8da8fc61/peft-0.20.0.tar.gz", hash = "sha256:4769c8093a4ca145fd6fb3fd4dd50449675f5fe46434ad1e98b285a132d4b1d0", size = 880503, upload-time = "2026-07-28T13:46:01.85Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/28/79/13bcabb8048126422d5c4b880575d40886c726f354db88cfeed4325525bb/peft-0.20.0-py3-none-any.whl", hash = "sha256:0fbba16ffebfad3de96e06f2da6860fd860292324b85b6141909fa1e26ea9233", size = 775777, upload-time = "2026-07-28T13:45:59.809Z" }, +] + +[[package]] +name = "pillow" +version = "12.3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/1c/3d/bb7fca845737cf9d7dbde16ed1843984665ff2e0a518f5db43e77ec540b9/pillow-12.3.0.tar.gz", hash = "sha256:3b8182a766685eaa002637e28b4ec8d6b18819a0c71f579bf0dbaa5830297cce", size = 47025035, upload-time = "2026-07-01T11:56:38.965Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fb/c8/0a78b0e02d7ac54bc03e5321c9220da52f0c2ea83b21f7c40e7f3169c502/pillow-12.3.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:00808c5e14ef63ac5161091d242999076604ff74b883423a11e5d7bbb38bf756", size = 5392415, upload-time = "2026-07-01T11:53:47.162Z" }, + { url = "https://files.pythonhosted.org/packages/b2/5b/a02d30018abd97ced9f5a6c63d28597694a00d066516b9c1c6de45859fc9/pillow-12.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:37d6d0a00072fd2948eb22bce7e1475f34569d90c87c59f7a2ec59541b77f7a6", size = 4785266, upload-time = "2026-07-01T11:53:49.079Z" }, + { url = "https://files.pythonhosted.org/packages/c8/98/766667a4be768150a202836acd9fad19c06824ca86c4286d3cf6b274964e/pillow-12.3.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bcb46e2f9feff8d06323983bd83ed00c201fdcab3d74973e7072a889b3979fcd", size = 6263814, upload-time = "2026-07-01T11:53:51.32Z" }, + { url = "https://files.pythonhosted.org/packages/3b/2d/ede717bc1144f63886c21fd349bb95860b0d1a21149ff16f2bb362b612b6/pillow-12.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:23d27a3e0307ec2244cc51e7287b919aa68d097504ebe19df4e76a98a3eea5bd", size = 6934408, upload-time = "2026-07-01T11:53:53.487Z" }, + { url = "https://files.pythonhosted.org/packages/a3/48/9c58b685e69d49c31af6c8eb9012055fab7e665785165c84796e2c73ce72/pillow-12.3.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:4f883547d4b7f0495ebe7056b0cc2aea76094e7a4abc8e933540f3271df27d9c", size = 6337160, upload-time = "2026-07-01T11:53:55.457Z" }, + { url = "https://files.pythonhosted.org/packages/ff/fa/dc2a5c0ba6df93f67c31d34b808b7ce440b40cdbf96f0b81cde1d1e6fa93/pillow-12.3.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:236ff70b9312fb68943c703aa842ca6a758abfa45ac187a5e7c1452e96ef72b5", size = 7045172, upload-time = "2026-07-01T11:53:57.736Z" }, + { url = "https://files.pythonhosted.org/packages/86/a5/444817a4d4c4c2417df00513086ca196f388d8f9ef40c2e4ccd1ad1af54b/pillow-12.3.0-cp311-cp311-win32.whl", hash = "sha256:10e41f0fbf1eec8cfd234b8fe17a4caac7c9d0db4c204d3c173a8f9f6ef3232b", size = 6472232, upload-time = "2026-07-01T11:53:59.767Z" }, + { url = "https://files.pythonhosted.org/packages/63/c6/4bad1b18d132a50b27e1365e1ab163616f7a5bb56d330f66f9d1d9d4f9d4/pillow-12.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:8e95e1385e4998ae9694eeaa4730ba5457ff61185b3a55e2e7bea0880aef452a", size = 7233653, upload-time = "2026-07-01T11:54:02.066Z" }, + { url = "https://files.pythonhosted.org/packages/fd/16/00f91ab7760dc842f5aad55217e80fc4a7067a0604535249bc8a2d6d9870/pillow-12.3.0-cp311-cp311-win_arm64.whl", hash = "sha256:ebaea975e03d3141d9d3a507df75c9b3ec90fa9d2ffd07567b3a978d9d790b26", size = 2568195, upload-time = "2026-07-01T11:54:04.622Z" }, + { url = "https://files.pythonhosted.org/packages/75/18/2e8b40223153ccbc60df07f9e8928dc0c76202aa4e55ae9f53962b6510d6/pillow-12.3.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:b3c777e849237620b022f7f297dd67705f9f5cf1685f09f02e46f93e92725468", size = 5302510, upload-time = "2026-07-01T11:56:25.736Z" }, + { url = "https://files.pythonhosted.org/packages/46/3e/51fabf59d5ab801ceab709453d3ab6b180083496579549de4c45ced6528a/pillow-12.3.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:b343699e8308bdc51978310e1c959c584e7869cc8c40780058c87da7781a1e94", size = 4736058, upload-time = "2026-07-01T11:56:28.041Z" }, + { url = "https://files.pythonhosted.org/packages/bf/20/22fe9384b7949e25fb1293bcfc84fb82590ff4ea6b37c95b24d26d793d86/pillow-12.3.0-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fbd139c8447d25dd750ab79ee274cc5e1fe80fc56340ab10b18a195e1b6eca3e", size = 5237776, upload-time = "2026-07-01T11:56:30.263Z" }, + { url = "https://files.pythonhosted.org/packages/08/14/f6ba68107680ffa74b39985f3f30884e41318fbc4250caa423c79b4788bb/pillow-12.3.0-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e7e480451b9fa137494bccd3a7d69adbe8ac65a87d97be61e11f1b1050a5bac3", size = 5860358, upload-time = "2026-07-01T11:56:32.68Z" }, + { url = "https://files.pythonhosted.org/packages/36/54/0169bc772ec491108b62f644f8ecf1fe5d8ae5ebafde2ee2142210166903/pillow-12.3.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:04f01d28a6aaff387bf842a13be313df23ba0597a44f1a976c9feb3c6ff4711a", size = 7231786, upload-time = "2026-07-01T11:56:35.046Z" }, +] + +[[package]] +name = "pluggy" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f9/e2/3e91f31a7d2b083fe6ef3fa267035b518369d9511ffab804f839851d2779/pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3", size = 69412, upload-time = "2025-05-15T12:30:07.975Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" }, +] + +[[package]] +name = "psutil" +version = "7.2.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/aa/c6/d1ddf4abb55e93cebc4f2ed8b5d6dbad109ecb8d63748dd2b20ab5e57ebe/psutil-7.2.2.tar.gz", hash = "sha256:0746f5f8d406af344fd547f1c8daa5f5c33dbc293bb8d6a16d80b4bb88f59372", size = 493740, upload-time = "2026-01-28T18:14:54.428Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e7/36/5ee6e05c9bd427237b11b3937ad82bb8ad2752d72c6969314590dd0c2f6e/psutil-7.2.2-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ed0cace939114f62738d808fdcecd4c869222507e266e574799e9c0faa17d486", size = 129090, upload-time = "2026-01-28T18:15:22.168Z" }, + { url = "https://files.pythonhosted.org/packages/80/c4/f5af4c1ca8c1eeb2e92ccca14ce8effdeec651d5ab6053c589b074eda6e1/psutil-7.2.2-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:1a7b04c10f32cc88ab39cbf606e117fd74721c831c98a27dc04578deb0c16979", size = 129859, upload-time = "2026-01-28T18:15:23.795Z" }, + { url = "https://files.pythonhosted.org/packages/b5/70/5d8df3b09e25bce090399cf48e452d25c935ab72dad19406c77f4e828045/psutil-7.2.2-cp36-abi3-manylinux2010_x86_64.manylinux_2_12_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:076a2d2f923fd4821644f5ba89f059523da90dc9014e85f8e45a5774ca5bc6f9", size = 155560, upload-time = "2026-01-28T18:15:25.976Z" }, + { url = "https://files.pythonhosted.org/packages/63/65/37648c0c158dc222aba51c089eb3bdfa238e621674dc42d48706e639204f/psutil-7.2.2-cp36-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b0726cecd84f9474419d67252add4ac0cd9811b04d61123054b9fb6f57df6e9e", size = 156997, upload-time = "2026-01-28T18:15:27.794Z" }, + { url = "https://files.pythonhosted.org/packages/8e/13/125093eadae863ce03c6ffdbae9929430d116a246ef69866dad94da3bfbc/psutil-7.2.2-cp36-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:fd04ef36b4a6d599bbdb225dd1d3f51e00105f6d48a28f006da7f9822f2606d8", size = 148972, upload-time = "2026-01-28T18:15:29.342Z" }, + { url = "https://files.pythonhosted.org/packages/04/78/0acd37ca84ce3ddffaa92ef0f571e073faa6d8ff1f0559ab1272188ea2be/psutil-7.2.2-cp36-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:b58fabe35e80b264a4e3bb23e6b96f9e45a3df7fb7eed419ac0e5947c61e47cc", size = 148266, upload-time = "2026-01-28T18:15:31.597Z" }, + { url = "https://files.pythonhosted.org/packages/b4/90/e2159492b5426be0c1fef7acba807a03511f97c5f86b3caeda6ad92351a7/psutil-7.2.2-cp37-abi3-win_amd64.whl", hash = "sha256:eb7e81434c8d223ec4a219b5fc1c47d0417b12be7ea866e24fb5ad6e84b3d988", size = 137737, upload-time = "2026-01-28T18:15:33.849Z" }, + { url = "https://files.pythonhosted.org/packages/8c/c7/7bb2e321574b10df20cbde462a94e2b71d05f9bbda251ef27d104668306a/psutil-7.2.2-cp37-abi3-win_arm64.whl", hash = "sha256:8c233660f575a5a89e6d4cb65d9f938126312bca76d8fe087b947b3a1aaac9ee", size = 134617, upload-time = "2026-01-28T18:15:36.514Z" }, +] + +[[package]] +name = "pycparser" +version = "3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/1b/7d/92392ff7815c21062bea51aa7b87d45576f649f16458d78b7cf94b9ab2e6/pycparser-3.0.tar.gz", hash = "sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29", size = 103492, upload-time = "2026-01-21T14:26:51.89Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0c/c3/44f3fbbfa403ea2a7c779186dc20772604442dde72947e7d01069cbe98e3/pycparser-3.0-py3-none-any.whl", hash = "sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992", size = 48172, upload-time = "2026-01-21T14:26:50.693Z" }, +] + +[[package]] +name = "pydantic" +version = "2.13.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "annotated-types" }, + { name = "pydantic-core" }, + { name = "typing-extensions" }, + { name = "typing-inspection" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/53/ef/fc4f868f4e2cee79f863883abffceff107875f569b848507319842d2a681/pydantic-2.13.5.tar.gz", hash = "sha256:51a9c5f7b2f8e636f04c6cada605d9b6a3bf1348fdf945a3d8869b19bba0ee08", size = 845750, upload-time = "2026-08-28T14:04:00.916Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/eb/47/c95ffc2009878c7aac0c5e08528022dcb885933252a88b5f170058014464/pydantic-2.13.5-py3-none-any.whl", hash = "sha256:346a034f080da3755d8e9cb5e00e8b07de1d39e4f6e2c87d8ab7cafa0b269a73", size = 472589, upload-time = "2026-08-28T14:03:59.136Z" }, +] + +[[package]] +name = "pydantic-core" +version = "2.46.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/af/f9/8a06bea35ef8daf588f707784c973a7046e0034c8d8cfb08828eeffb8b75/pydantic_core-2.46.5.tar.gz", hash = "sha256:10416c15b8839ecc4ef4d0885da76da6fd0f67333a0eb8aff6d93c4b8f2910fc", size = 472262, upload-time = "2026-08-28T10:01:31.677Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a2/b6/81d2d19ea0be2c03664381b59f65fa72fc7969decedae00bc2c4ad835708/pydantic_core-2.46.5-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:a1dee1b804ff4d11c663636cf15d2ea47e9f79cd56c033fb1cbf08924842a48f", size = 2074737, upload-time = "2026-08-28T09:57:57.711Z" }, + { url = "https://files.pythonhosted.org/packages/0c/18/b70da8300e292df4099684ea11b1958043580d2f50d2dc8bf7e542bdd84a/pydantic_core-2.46.5-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d625a186a65201c23a9e3b8ed9c47e90a026e03256608cc91851c6709096844f", size = 1921751, upload-time = "2026-08-28T09:57:59.265Z" }, + { url = "https://files.pythonhosted.org/packages/e7/1a/0d590341b6ffa4b4aca83508e6b8db4761aaeacfc15a25ca3815876d4797/pydantic_core-2.46.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4f8507560a9284e1370bb048ed4282012fbef4e8d109875b95e884d228552061", size = 1948231, upload-time = "2026-08-28T09:58:00.678Z" }, + { url = "https://files.pythonhosted.org/packages/7d/1d/02eb35761c51f2f7b1b042d6ab4cda6600f0c8c88a2243b3f734376201e5/pydantic_core-2.46.5-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:5f93c5fe914d75fbec9a49209b00da5f08e9e467d69da2b1510c81940cfd10be", size = 2020708, upload-time = "2026-08-28T09:58:02.267Z" }, + { url = "https://files.pythonhosted.org/packages/4a/ea/f86073830e35d508cc8ddf9c3d9e6e6840fcb88d34bf726b0b4710186f27/pydantic_core-2.46.5-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:aca6c767f552b21b10f774aeac128e828eafb796adfa1b666a18bf6321453c3a", size = 2194914, upload-time = "2026-08-28T09:58:03.934Z" }, + { url = "https://files.pythonhosted.org/packages/bb/d7/fc36240d7791ce90939e51608568c33bfdae26202016f9770c229a487d86/pydantic_core-2.46.5-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:701b2e04b560eeb4bddf7a25ab8ca476176e34fdbd9a0e18196f0d12d4685f0b", size = 2235622, upload-time = "2026-08-28T09:58:05.516Z" }, + { url = "https://files.pythonhosted.org/packages/cf/bc/3fa2d76b83162820a17da7f645b28d1cba99fc8e1e5fc6517067ec450fa1/pydantic_core-2.46.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:49776eab08766a08dfff7012f8b422dcd7e25e43b316eedf0477c24fcfa84b7c", size = 2062091, upload-time = "2026-08-28T09:58:07.135Z" }, + { url = "https://files.pythonhosted.org/packages/ab/9a/095d557bb492c90cd8a70a6dd048bf793d433d03d86c81c11e912e4cd049/pydantic_core-2.46.5-cp311-cp311-manylinux_2_31_riscv64.whl", hash = "sha256:a2468d93d181667a7abd66e1b64bb9f76f361b0fef8faddf687456453576f5ee", size = 2089904, upload-time = "2026-08-28T09:58:08.814Z" }, + { url = "https://files.pythonhosted.org/packages/24/98/7b76b1ad10a19a617a52aaa1d80e159115af939b095e86f8e756fd52e0df/pydantic_core-2.46.5-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:53feb344243bb9510a9dec7bf3cf1b64d88a98af5dc7872a5160465f8b198c8e", size = 2132244, upload-time = "2026-08-28T09:58:10.435Z" }, + { url = "https://files.pythonhosted.org/packages/20/32/7d6ca365fadba186a0c8f85de1a701663bce81efd309d9479be58687622f/pydantic_core-2.46.5-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:cd5214352ae68f3b5e9af7768bdc5253695ee069675db3480518420b3be881f2", size = 2143901, upload-time = "2026-08-28T09:58:12.033Z" }, + { url = "https://files.pythonhosted.org/packages/f8/09/eb9a6aa57f22fd1541a9c0aa2a1f3aeef3ec65347d33e10a6da2f43e0ee9/pydantic_core-2.46.5-cp311-cp311-musllinux_1_1_armv7l.whl", hash = "sha256:9432f3598db432cb51c5b37fdbf29a60fcccc79e30d37a05022776a6bc4ab689", size = 2299425, upload-time = "2026-08-28T09:58:13.614Z" }, + { url = "https://files.pythonhosted.org/packages/8a/f9/548a5bb9d4ba8cd26e26daf48052236f6b38bb61e7b7241fbc3c995719eb/pydantic_core-2.46.5-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:8feeac04b5794e513e710af2f9c87d49f31a6dc47967bb264a1fed61a8989bec", size = 2318566, upload-time = "2026-08-28T09:58:15.199Z" }, + { url = "https://files.pythonhosted.org/packages/4a/20/06454d18834c02c406c9133f1a3b485305fd9ee984f9636c2f730bef6a9d/pydantic_core-2.46.5-cp311-cp311-win32.whl", hash = "sha256:892a881d5f68c2b9ea304b7a6c2c60d9343df578a311b0f86b94bc8f1ffe8129", size = 1954258, upload-time = "2026-08-28T09:58:16.813Z" }, + { url = "https://files.pythonhosted.org/packages/9e/c2/718b9deb4b72453b5d8c7447a3b14cb77bef36917ef5f514e0948a4096a0/pydantic_core-2.46.5-cp311-cp311-win_amd64.whl", hash = "sha256:40375c2d05acec10323e45dfe2077ac44bc74659008614af5069034e2cfc781c", size = 2041030, upload-time = "2026-08-28T09:58:18.288Z" }, + { url = "https://files.pythonhosted.org/packages/67/ea/c1d1a5b72d6e1ff7f377a4d9199f6591f095beb5b409a8a5d89f7238d939/pydantic_core-2.46.5-cp311-cp311-win_arm64.whl", hash = "sha256:28a6a556cd3b6066bea827857f9d9cce027c96f776e512f544a581f9e42161f8", size = 2009234, upload-time = "2026-08-28T09:58:19.929Z" }, + { url = "https://files.pythonhosted.org/packages/af/1e/ecca01fce348f7e8afa9572441ff6f7d1cc70d21e4859f33944d10877e1e/pydantic_core-2.46.5-graalpy311-graalpy242_311_native-macosx_10_12_x86_64.whl", hash = "sha256:c14ad3bdc85ee7f318742c457ca3968a92126d144b15721c759033bfb06296c2", size = 2075342, upload-time = "2026-08-28T10:00:51.353Z" }, + { url = "https://files.pythonhosted.org/packages/1f/4c/af80c7a8032dfc897040ad5cb772bebde529a381186499e6e29987f23f8c/pydantic_core-2.46.5-graalpy311-graalpy242_311_native-macosx_11_0_arm64.whl", hash = "sha256:0bddb4020d8f04175865ccd17eff3040874fc11fb593f424edb452653b4b947c", size = 1907219, upload-time = "2026-08-28T10:00:53.438Z" }, + { url = "https://files.pythonhosted.org/packages/be/3e/54d89e2b092e778716bf6153634ef479e955f48c261090be23aa1e0fb0b5/pydantic_core-2.46.5-graalpy311-graalpy242_311_native-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2471fd51c61c610e1dcf7de44d7299283661654d11264ab4802b303368d69c47", size = 1953393, upload-time = "2026-08-28T10:00:55.58Z" }, + { url = "https://files.pythonhosted.org/packages/ea/89/828ee90cda28ce17bdefaa3a6eaf74fe430e113295a10e6126beca559d6c/pydantic_core-2.46.5-graalpy311-graalpy242_311_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b10ec717381bdbfafef34607824db4c91de69ff085e4fca3b2af91b4fa17e68a", size = 2099024, upload-time = "2026-08-28T10:00:57.794Z" }, + { url = "https://files.pythonhosted.org/packages/20/21/22102e9950b3049526d20e811b95396508377d87651edd2b80d2b3d28659/pydantic_core-2.46.5-pp311-pypy311_pp73-macosx_10_12_x86_64.whl", hash = "sha256:ab4b66edffb32d9e951efb3814bd104b8367a7501b81b955cacb5726d897389f", size = 2071333, upload-time = "2026-08-28T10:01:09.636Z" }, + { url = "https://files.pythonhosted.org/packages/d8/18/87aefa427d191e6d3ab1447f1efc1cdcac86af1069239b133e8a0fd7f7c9/pydantic_core-2.46.5-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:337639ba62a11acde6ef3aeb08c8ea755f8ef1fe5e513356c0f36a2b0d7568b0", size = 1912713, upload-time = "2026-08-28T10:01:12.285Z" }, + { url = "https://files.pythonhosted.org/packages/1f/93/fd89e9ad49b1805ca94d24ce1088b7d305f05c35ffafcedb9819d03588a0/pydantic_core-2.46.5-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:413a717a410d0c817ef5b786a059415550b3794e1d0c2abffd9efb93a3d9f7b4", size = 2090926, upload-time = "2026-08-28T10:01:15.19Z" }, + { url = "https://files.pythonhosted.org/packages/6f/45/8e59dab6acf8d35f02f0a958980074f31038968bdb2c983fcae9d1efee03/pydantic_core-2.46.5-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:1e449def1945a462c464331254e5a44fca7c3b4f9aedf59ec2f50f8066dd8e25", size = 2131303, upload-time = "2026-08-28T10:01:17.937Z" }, + { url = "https://files.pythonhosted.org/packages/d5/a5/e1d4dc5180dd887a9522efc1f8716b8692b7606b1d3273d7862eaf66be44/pydantic_core-2.46.5-pp311-pypy311_pp73-musllinux_1_1_aarch64.whl", hash = "sha256:a445486499897b88a7d6c310c88ed64dd37b1b59bfd7ae9107490bbb362f47d6", size = 2145128, upload-time = "2026-08-28T10:01:20.694Z" }, + { url = "https://files.pythonhosted.org/packages/c2/d7/ad493864a7fb21c0c4df98f965e2db430cb25a9d7369b5778d5016c09fd9/pydantic_core-2.46.5-pp311-pypy311_pp73-musllinux_1_1_armv7l.whl", hash = "sha256:2d330aaba8621b1edcec8ae2c4050f63b84ccf6d98723a8f212e9684713abf0e", size = 2294560, upload-time = "2026-08-28T10:01:23.495Z" }, + { url = "https://files.pythonhosted.org/packages/02/8e/b41c84c913f29973a268e6c2b5bbf13c95adb9956c126d10da11ba3b2bef/pydantic_core-2.46.5-pp311-pypy311_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:b6acfb46a814762367fb7ba0828b0a17d441b92ce249a0e007474c9072662dda", size = 2317531, upload-time = "2026-08-28T10:01:26.334Z" }, + { url = "https://files.pythonhosted.org/packages/db/1d/068464f23075f66a8f1b806935e9cd9363ee446636ea70d2c22ee8659dbf/pydantic_core-2.46.5-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:d0a24b40877af2de4950252be9d21eaf7fb07660f3c2cae1f56c6b599ada5266", size = 2140686, upload-time = "2026-08-28T10:01:28.947Z" }, +] + +[[package]] +name = "pygments" +version = "2.21.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/49/2e/ced460408999b33da6b31b0021b0f37d329e202d4169aeb164493778f25b/pygments-2.21.0.tar.gz", hash = "sha256:610ca751c9bc2492b38eb9a38a7fbc93edbbb2d7182edaf34e66ae493dee5c8c", size = 5005329, upload-time = "2026-08-17T08:02:48.824Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/71/46/17f022dd3e953bf20a04a028a21ec746d942f8d2af30fa0f124fa0e6a684/pygments-2.21.0-py3-none-any.whl", hash = "sha256:2363c69b61c4a97c838da3b130dcd6468f4848992b21a82f2a63ec34377137d9", size = 1250147, upload-time = "2026-08-17T08:02:44.912Z" }, +] + +[[package]] +name = "pyjwt" +version = "2.14.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/af/c3/8a3b59c25070cc61dc517fbdfa5dc0904670c96f605cc69759dc09166b99/pyjwt-2.14.0.tar.gz", hash = "sha256:77283c83fb56ecf566a886c757a714bc83668e38156de2cce8263302f42e0b86", size = 113177, upload-time = "2026-09-11T13:11:54.638Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9c/97/672cb32ce0dfea44b740cb7b4f97038463b9cf7c0ead1aacf595572851d6/pyjwt-2.14.0-py3-none-any.whl", hash = "sha256:ad0cef71c756a56e74863c2919cf0985f72decbcfcb550ee2f422e7c62b5eedc", size = 32896, upload-time = "2026-09-11T13:11:53.409Z" }, +] + +[package.optional-dependencies] +crypto = [ + { name = "cryptography" }, +] + +[[package]] +name = "pyright" +version = "1.1.414" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "nodeenv" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/e1/1b/244c7b710031ada80f27e579ec20d28a2285dfc318fed0339866b1047f12/pyright-1.1.414.tar.gz", hash = "sha256:523c0a97c60da6333234955c277730c9cf4f5bd6d5399e7b7d2b0fc5d3599524", size = 4154638, upload-time = "2026-09-10T12:26:53.181Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d7/ba/18b6e682ead424ad24bcc134339ae5d1b931cd9ae260540592a058a91279/pyright-1.1.414-py3-none-any.whl", hash = "sha256:2a6b4b3298c9eec174c5ed83bd338de6eee82df2992f3e1930e6199d381be36f", size = 6225049, upload-time = "2026-09-10T12:26:51.427Z" }, +] + +[[package]] +name = "pytest" +version = "9.1.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "colorama", marker = "sys_platform == 'win32'" }, + { name = "iniconfig" }, + { name = "packaging" }, + { name = "pluggy" }, + { name = "pygments" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/e4/47/b9efed96c114afcfa3c9d3fe98a76a1d14c74a9e266d397cf6eb64be5e01/pytest-9.1.1.tar.gz", hash = "sha256:1088fbde8f2b49d95a549a195707afa7a76a3ce9bcadc26b6d71f0ffda5fe313", size = 1636369, upload-time = "2026-06-19T10:58:32.857Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/24/25/1de2678b631f5a49215c6c96fff41ba892b0a34df68d6d80292b1b48aa7f/pytest-9.1.1-py3-none-any.whl", hash = "sha256:37a86b45efb9a47a61a36449063e8e18d0cab3161329fc099eb21783169c4f0c", size = 386536, upload-time = "2026-06-19T10:58:31.347Z" }, +] + +[[package]] +name = "pytest-asyncio" +version = "1.4.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "pytest" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/43/7c/d36d04db312ecf4298932ef77e6e4a9e8ad017906e24e34f0b0c361a2473/pytest_asyncio-1.4.0.tar.gz", hash = "sha256:c6c0d2259945122819f171a32ecea2c349ead889ee28176caaf492143424be42", size = 58514, upload-time = "2026-05-26T09:56:04.083Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/03/e2/08a497ef684b88559c9cc5f4ad53a37e7b99e727094a86d6ea32536d5d3c/pytest_asyncio-1.4.0-py3-none-any.whl", hash = "sha256:933ca923a23075a87fb7070c0ec272a6848489824d887c85c812670932835aa1", size = 16930, upload-time = "2026-05-26T09:56:02.576Z" }, +] + +[[package]] +name = "python-multipart" +version = "0.0.32" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/5b/42/55c32bb9b12693c092ad250a0e82edb5b31ddeda6eb772de5f308b3804ad/python_multipart-0.0.32.tar.gz", hash = "sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e", size = 46881, upload-time = "2026-06-04T16:18:58.647Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e1/04/e8135ebd1ad02c56ec633277529b2602ff99ff634be76cdba5744cf554fd/python_multipart-0.0.32-py3-none-any.whl", hash = "sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23", size = 30042, upload-time = "2026-06-04T16:18:57.319Z" }, +] + +[[package]] +name = "pywin32" +version = "312" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1f/f5/10a6e845a00fc5e7afd0a988b744f403d4d57162a28d160a093c4d9322f0/pywin32-312-cp311-cp311-win32.whl", hash = "sha256:17948aeadbdb091f0ced6ef0841620794e68327b94ee415571c1203594b7215c", size = 6362659, upload-time = "2026-06-04T07:49:21.349Z" }, + { url = "https://files.pythonhosted.org/packages/35/c4/dcd2d62b5944b6d5db53413a5899016ccd57ffcb7278f3f81655d25d2027/pywin32-312-cp311-cp311-win_amd64.whl", hash = "sha256:d11417d84412f859b722fad0841b3614459ed0047f7542d8362e77884f6b6e8a", size = 6928825, upload-time = "2026-06-04T07:49:23.934Z" }, + { url = "https://files.pythonhosted.org/packages/b7/56/3cbb433fe4501cdba2eb9040f56a4e1a8243faa4186b25295564d1a7a79d/pywin32-312-cp311-cp311-win_arm64.whl", hash = "sha256:b2200a054ca6d6625c4842fc56a4976a4b47f96b73dbe5538c3f813a80359f47", size = 6721875, upload-time = "2026-06-04T07:49:26.416Z" }, +] + +[[package]] +name = "pyyaml" +version = "6.0.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/05/8e/961c0007c59b8dd7729d542c61a4d537767a59645b82a0b521206e1e25c2/pyyaml-6.0.3.tar.gz", hash = "sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f", size = 130960, upload-time = "2025-09-25T21:33:16.546Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/6d/16/a95b6757765b7b031c9374925bb718d55e0a9ba8a1b6a12d25962ea44347/pyyaml-6.0.3-cp311-cp311-macosx_10_13_x86_64.whl", hash = "sha256:44edc647873928551a01e7a563d7452ccdebee747728c1080d881d68af7b997e", size = 185826, upload-time = "2025-09-25T21:31:58.655Z" }, + { url = "https://files.pythonhosted.org/packages/16/19/13de8e4377ed53079ee996e1ab0a9c33ec2faf808a4647b7b4c0d46dd239/pyyaml-6.0.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:652cb6edd41e718550aad172851962662ff2681490a8a711af6a4d288dd96824", size = 175577, upload-time = "2025-09-25T21:32:00.088Z" }, + { url = "https://files.pythonhosted.org/packages/0c/62/d2eb46264d4b157dae1275b573017abec435397aa59cbcdab6fc978a8af4/pyyaml-6.0.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:10892704fc220243f5305762e276552a0395f7beb4dbf9b14ec8fd43b57f126c", size = 775556, upload-time = "2025-09-25T21:32:01.31Z" }, + { url = "https://files.pythonhosted.org/packages/10/cb/16c3f2cf3266edd25aaa00d6c4350381c8b012ed6f5276675b9eba8d9ff4/pyyaml-6.0.3-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:850774a7879607d3a6f50d36d04f00ee69e7fc816450e5f7e58d7f17f1ae5c00", size = 882114, upload-time = "2025-09-25T21:32:03.376Z" }, + { url = "https://files.pythonhosted.org/packages/71/60/917329f640924b18ff085ab889a11c763e0b573da888e8404ff486657602/pyyaml-6.0.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b8bb0864c5a28024fac8a632c443c87c5aa6f215c0b126c449ae1a150412f31d", size = 806638, upload-time = "2025-09-25T21:32:04.553Z" }, + { url = "https://files.pythonhosted.org/packages/dd/6f/529b0f316a9fd167281a6c3826b5583e6192dba792dd55e3203d3f8e655a/pyyaml-6.0.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:1d37d57ad971609cf3c53ba6a7e365e40660e3be0e5175fa9f2365a379d6095a", size = 767463, upload-time = "2025-09-25T21:32:06.152Z" }, + { url = "https://files.pythonhosted.org/packages/f2/6a/b627b4e0c1dd03718543519ffb2f1deea4a1e6d42fbab8021936a4d22589/pyyaml-6.0.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:37503bfbfc9d2c40b344d06b2199cf0e96e97957ab1c1b546fd4f87e53e5d3e4", size = 794986, upload-time = "2025-09-25T21:32:07.367Z" }, + { url = "https://files.pythonhosted.org/packages/45/91/47a6e1c42d9ee337c4839208f30d9f09caa9f720ec7582917b264defc875/pyyaml-6.0.3-cp311-cp311-win32.whl", hash = "sha256:8098f252adfa6c80ab48096053f512f2321f0b998f98150cea9bd23d83e1467b", size = 142543, upload-time = "2025-09-25T21:32:08.95Z" }, + { url = "https://files.pythonhosted.org/packages/da/e3/ea007450a105ae919a72393cb06f122f288ef60bba2dc64b26e2646fa315/pyyaml-6.0.3-cp311-cp311-win_amd64.whl", hash = "sha256:9f3bfb4965eb874431221a3ff3fdcddc7e74e3b07799e0e84ca4a0f867d449bf", size = 158763, upload-time = "2025-09-25T21:32:09.96Z" }, +] + +[[package]] +name = "referencing" +version = "0.37.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "attrs" }, + { name = "rpds-py" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/22/f5/df4e9027acead3ecc63e50fe1e36aca1523e1719559c499951bb4b53188f/referencing-0.37.0.tar.gz", hash = "sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8", size = 78036, upload-time = "2025-10-13T15:30:48.871Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl", hash = "sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231", size = 26766, upload-time = "2025-10-13T15:30:47.625Z" }, +] + +[[package]] +name = "regex" +version = "2026.9.10" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/b9/5c/f403115361de25809e8f785686ec7096e30fef73be9ae35aa51da4e80abb/regex-2026.9.10.tar.gz", hash = "sha256:1e321e2c84f0e52c457f5ea5944f796d6e8e09cb99738ea98dcc1bfe402a128d", size = 417072, upload-time = "2026-09-09T21:00:21.521Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/65/82/36fdcd669c7c47e11bea67e3495011ec365be0942aae3ba74f82f92ed6a2/regex-2026.9.10-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:debc629e98b95abaea1cf3057ca296151f348c697c9b8a59d18013adb302c0dd", size = 493891, upload-time = "2026-09-09T20:56:45.767Z" }, + { url = "https://files.pythonhosted.org/packages/c8/57/bb6a8273bcb53077a1855fea0ff416fe4d4bcb1d9f350a9fe3b909853983/regex-2026.9.10-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:9d772586951d7d6a5d162d48f414065e483b1c81ab38fd8ed97c78b05883421a", size = 295107, upload-time = "2026-09-09T20:56:47.359Z" }, + { url = "https://files.pythonhosted.org/packages/38/71/9d96d04c36556f057398a08dfc21aecc5409b5fef83fd7653a310227df7e/regex-2026.9.10-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:b43456de605c8ee77eb75f07bc1ee44ba27f9cee22207deb77d495e954b7d953", size = 290649, upload-time = "2026-09-09T20:56:48.731Z" }, + { url = "https://files.pythonhosted.org/packages/af/cb/4dd3b7190b5a169c81a4d63b487d65e9fb23689b771f5aceb91d9e7f65bb/regex-2026.9.10-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1f0a8b4928823bc8b217a1ab7bf3d90598909dec9a70fbbfe9a52cc4eca55990", size = 796358, upload-time = "2026-09-09T20:56:50.021Z" }, + { url = "https://files.pythonhosted.org/packages/3e/bb/aceb2329a2d54a3bbd95e54f08689692414674c213e8fc958cf253206e5e/regex-2026.9.10-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:b91c37551bf39d75116c02b146956f65b9aa0337a4a652f4ae186983789d4001", size = 866258, upload-time = "2026-09-09T20:56:51.363Z" }, + { url = "https://files.pythonhosted.org/packages/ba/fc/f8deac9c4c475b6bc35f25565a2253df4d27d49dcb6b189d9432ae69294e/regex-2026.9.10-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:0b9ba3b2765cdfe18f0f561a69f78a69701f2896654a81c711108d35d14e5099", size = 912779, upload-time = "2026-09-09T20:56:52.811Z" }, + { url = "https://files.pythonhosted.org/packages/74/dc/2dd4d56932f55ea412c9808f27a8661f93568bfee596ed04bc57a74e591f/regex-2026.9.10-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0acee94b480dd853e39434aa9a575f95385b1b4b8fa3feae56db363ca5cad782", size = 802962, upload-time = "2026-09-09T20:56:54.241Z" }, + { url = "https://files.pythonhosted.org/packages/46/a8/43edbb94e6c9caffd08bffca5b5c486d18845569fcad3953565b85dd71f1/regex-2026.9.10-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a41693eb3fc4b92e6127d113813c6c395237f7edd3224abf67609af48c690d11", size = 777136, upload-time = "2026-09-09T20:56:55.749Z" }, + { url = "https://files.pythonhosted.org/packages/78/2a/6de302fe3dfa94b75a414bffe5180c146967f96fc52fd0b3527a05ad7c40/regex-2026.9.10-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:6888065672b341e5246f391ec16dc258a29218ac784172fd67c30d941544755b", size = 786593, upload-time = "2026-09-09T20:56:57.211Z" }, + { url = "https://files.pythonhosted.org/packages/ce/22/66bad9464b4b9122180d2fec86209d7f1bcaf4388d34f644139799f94a20/regex-2026.9.10-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:8c07021a4faa3f092869adbd1f35cdc7a592276c807aeebc3ceb8ff1a638f0b4", size = 861247, upload-time = "2026-09-09T20:56:59.194Z" }, + { url = "https://files.pythonhosted.org/packages/3a/90/a862d6fd9ee3bc0c1f3a2fecffb325097608a4c9b57f0e35030f68c878f7/regex-2026.9.10-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:58c01f7b81079cf0817ba831ff4d9eff5d28be4a3ac76c353e6f09bd63f4c386", size = 767925, upload-time = "2026-09-09T20:57:01.031Z" }, + { url = "https://files.pythonhosted.org/packages/98/4a/aea909c0699aec3c5ee6eff93e4dabc0d310cfb0a5618094e1c5228b234d/regex-2026.9.10-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:f0e2e5d23448b660d60a6ed85c46cc03b4b48bd276b8f4041d4a5fe2a4a0626b", size = 850772, upload-time = "2026-09-09T20:57:02.774Z" }, + { url = "https://files.pythonhosted.org/packages/8a/a9/a55f1257d95871b0e042b42bf52f931b3a92b4d530def5201c5b9d597e20/regex-2026.9.10-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:94d096369b7cd96d15343fef5257fe39eff9d0e8758b92a0e15e358b92cdb2fc", size = 791475, upload-time = "2026-09-09T20:57:04.216Z" }, + { url = "https://files.pythonhosted.org/packages/60/96/04bb3dabe9ac7aa64ff758dc34ae0378d60f5279ccb66788e1f837a0cac0/regex-2026.9.10-cp311-cp311-win32.whl", hash = "sha256:7f8f10015866608fe4c043cec2e4fe4c39a94bb50e45091de4cdf4004b9ae4b0", size = 266937, upload-time = "2026-09-09T20:57:05.726Z" }, + { url = "https://files.pythonhosted.org/packages/0c/7f/2d39cd798871b683409cd14ab4458f60e53db86591028a8244c3155f2e92/regex-2026.9.10-cp311-cp311-win_amd64.whl", hash = "sha256:ce7c118cb102975f974585688357a717ffbf9dddd64ab0bb1bc93eb5b367cf95", size = 278263, upload-time = "2026-09-09T20:57:07.089Z" }, + { url = "https://files.pythonhosted.org/packages/13/5f/eb3a6fd0ef50719d105e77bcc8a94b5b6f4d2873819fcf481279c454ce73/regex-2026.9.10-cp311-cp311-win_arm64.whl", hash = "sha256:1e954e246466d5a1a78f563ce8364b5d7cb19e7adb0ccdec8f9c9610083187bc", size = 277305, upload-time = "2026-09-09T20:57:08.442Z" }, +] + +[[package]] +name = "requests" +version = "2.34.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "certifi" }, + { name = "charset-normalizer" }, + { name = "idna" }, + { name = "urllib3" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/ac/c3/e2a2b89f2d3e2179abd6d00ebd70bff6273f37fb3e0cc209f48b39d00cbf/requests-2.34.2.tar.gz", hash = "sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed", size = 142856, upload-time = "2026-05-14T19:25:27.735Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a0/f4/c67b0b3f1b9245e8d266f0f112c500d50e5b4e83cb6f3b71b6528104182a/requests-2.34.2-py3-none-any.whl", hash = "sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0", size = 73075, upload-time = "2026-05-14T19:25:26.443Z" }, +] + +[[package]] +name = "rich" +version = "15.0.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "markdown-it-py" }, + { name = "pygments" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c0/8f/0722ca900cc807c13a6a0c696dacf35430f72e0ec571c4275d2371fca3e9/rich-15.0.0.tar.gz", hash = "sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36", size = 230680, upload-time = "2026-04-12T08:24:00.75Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/82/3b/64d4899d73f91ba49a8c18a8ff3f0ea8f1c1d75481760df8c68ef5235bf5/rich-15.0.0-py3-none-any.whl", hash = "sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb", size = 310654, upload-time = "2026-04-12T08:24:02.83Z" }, +] + +[[package]] +name = "rpds-py" +version = "2026.6.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/aa/2a/9618a122aeb2a169a28b03889a2995fe297588964333d4a7d67bdf46e147/rpds_py-2026.6.3.tar.gz", hash = "sha256:1cebd1337c242e4ec2293e541f712b2da849b29f48f0c293684b71c0632625d4", size = 64051, upload-time = "2026-06-30T07:17:53.009Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/94/1f/a2dca5ffdbf1d475ffc4e80e4d5d720ff3a00f691795910116960ee12511/rpds_py-2026.6.3-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:7b689145a1485c335569bd056464f3243a29af7ed3871c7be31ad624ba239bc7", size = 342174, upload-time = "2026-06-30T07:14:54.821Z" }, + { url = "https://files.pythonhosted.org/packages/4d/dc/323d08583c0832911768663d1944f0107fcd4088704858d84b5e06d105a0/rpds_py-2026.6.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:db08f45aecde626498fb3df07bcf6d2ec040af42e859a4f5040d79c200342911", size = 345513, upload-time = "2026-06-30T07:14:56.515Z" }, + { url = "https://files.pythonhosted.org/packages/0b/2a/e31989834d18d2f26ec1d2774c5b1eb3331df4ea8ada525175294c94b48a/rpds_py-2026.6.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:acc992ab27b15f852c76755eb2ab7dce86585ddadba6fa5946e58556088845b4", size = 373783, upload-time = "2026-06-30T07:14:57.736Z" }, + { url = "https://files.pythonhosted.org/packages/87/fe/e80107ee3639585c9941c17d6a42cd65325022f656c023191fce78c324c8/rpds_py-2026.6.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:7f88d653e7b3b779d71ae7454e20dcc9b6bae903f33c269db9f2be41bda3f261", size = 378316, upload-time = "2026-06-30T07:14:59.077Z" }, + { url = "https://files.pythonhosted.org/packages/22/6f/81e3adf81acfb6fa694de2a6e4e7d8863121e3e0799e0a7725e6cf5679c4/rpds_py-2026.6.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e52655eaf81e32593abedaa4bfe33170c8cfedf3365ed9be6e11e07f148f0278", size = 499423, upload-time = "2026-06-30T07:15:00.488Z" }, + { url = "https://files.pythonhosted.org/packages/2d/9a/41263969df0ce3d9af2a96d5005a288200af1989aed3354bfceb5fc0b21f/rpds_py-2026.6.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:dfcc8b909769d19db55c7cc9541eb64b9b774b1057ffffb4f1048070475bb9f9", size = 386077, upload-time = "2026-06-30T07:15:01.911Z" }, + { url = "https://files.pythonhosted.org/packages/5e/19/7e98f468bd50346faff5b10e5297374b443bfdddacc8e9fbc65984539597/rpds_py-2026.6.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9c1255b302953c86a486b81d330d5ee1d5bd937691ce271b6be0ef0e299eaab7", size = 371315, upload-time = "2026-06-30T07:15:03.317Z" }, + { url = "https://files.pythonhosted.org/packages/99/3c/2b973b4d371906a134b03decfea7f5d9835a2c6d263454392e15b64b5b18/rpds_py-2026.6.3-cp311-cp311-manylinux_2_31_riscv64.whl", hash = "sha256:8d2294a31386bfa251d8c8a39472beee17db67d4f1a6eabea665d35c9a4461c3", size = 383502, upload-time = "2026-06-30T07:15:04.627Z" }, + { url = "https://files.pythonhosted.org/packages/98/2a/12e2799500af0a307bca76b63361c51f9fe479223561489c29eea1f2ee41/rpds_py-2026.6.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:f8f23ead891a3b762f35ab3b04623da7056545b48aa60d59957e6789914545da", size = 402673, upload-time = "2026-06-30T07:15:05.856Z" }, + { url = "https://files.pythonhosted.org/packages/2d/e3/21e5872d165fe08be4f229e3d5ee9d90019c0bf0e5538de60dbd54009450/rpds_py-2026.6.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:421aba32367055614287a4292b6a17f1939c9452299f7a0209c117e990b646d4", size = 549964, upload-time = "2026-06-30T07:15:07.159Z" }, + { url = "https://files.pythonhosted.org/packages/1a/d0/5ee0fe36844297de8123bee27bc12078c1a7416ad9f1b8a8ca18d6b0c0ac/rpds_py-2026.6.3-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:1e5822dfc2f0d4ab7e745eaa6d85945069329beeccef965af3f3bb26058fcab6", size = 615446, upload-time = "2026-06-30T07:15:08.531Z" }, + { url = "https://files.pythonhosted.org/packages/b1/80/1ea5873cb683f2fbe5f21b23ea1f6d179ead19f3c5b249b7eb5dca568ef2/rpds_py-2026.6.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:83e35b57523816c8613fd0776b40cd8bb9f596b37ddd2692eb4a6bb5ab2f8c93", size = 576975, upload-time = "2026-06-30T07:15:09.97Z" }, + { url = "https://files.pythonhosted.org/packages/c9/e1/90ef639217a5ddb15b7f4f61b1c33911fd044ad03c311bafdd2bcab85582/rpds_py-2026.6.3-cp311-cp311-win32.whl", hash = "sha256:de3eceba0b683bcbb1ab93da016d0270df1f9ae7be716b40214c5dafac6ea45a", size = 204453, upload-time = "2026-06-30T07:15:11.324Z" }, + { url = "https://files.pythonhosted.org/packages/f2/b7/b7a1695d7af36f521fb11e80d6d3adbd744f73b921859bd3c2a2c0dc706f/rpds_py-2026.6.3-cp311-cp311-win_amd64.whl", hash = "sha256:2c54a076ca4d370980ab57bc0e31df57bbe8d41340436a90ef8b1219a3cbb127", size = 223219, upload-time = "2026-06-30T07:15:12.476Z" }, + { url = "https://files.pythonhosted.org/packages/d7/a2/145afacf796e4506062825941176ad9445c2dcf2b3b6a1f13d3030a15e19/rpds_py-2026.6.3-cp311-cp311-win_arm64.whl", hash = "sha256:168c733a7112e071bb7a66460e667edfcff06c017a3c523f7a8a8e08d0140804", size = 219137, upload-time = "2026-06-30T07:15:13.631Z" }, + { url = "https://files.pythonhosted.org/packages/b4/9c/f0d19ac587fd0e4ab6b72cda355e9c5a6166b01ef7e064e437aef8eb9fef/rpds_py-2026.6.3-pp311-pypy311_pp73-macosx_10_12_x86_64.whl", hash = "sha256:4cf2d36a2357e4d07bb5a4f98801265327b48256867816cfd2ceb001e9754a8f", size = 349791, upload-time = "2026-06-30T07:17:33.315Z" }, + { url = "https://files.pythonhosted.org/packages/38/c7/1d49d204c9fd2ee6c537601dc4c1ba921e03363ca576bfab94a00254ac9a/rpds_py-2026.6.3-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:30c6dc199b24a5e3e81d50da0f00858c5bbdb2617a750395687f4339c5818171", size = 352842, upload-time = "2026-06-30T07:17:34.897Z" }, + { url = "https://files.pythonhosted.org/packages/ac/e5/c0b5dc93cd0d4c06ce1f438907649514e2ea077bcd911e3154a51e96c38e/rpds_py-2026.6.3-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9891e594296ab9dada6551c8e7b387b2721f27a67eecd528412e8906247a7b90", size = 382094, upload-time = "2026-06-30T07:17:36.514Z" }, + { url = "https://files.pythonhosted.org/packages/0d/54/ec0e907b4ca8d541112db352409bd15f871c9b243e0c92c9b5a46ae96f01/rpds_py-2026.6.3-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:b5c2dc92304aa48a4a60443b548bb12f12e119d4b72f314015e67b9e1be97fca", size = 388662, upload-time = "2026-06-30T07:17:38.235Z" }, + { url = "https://files.pythonhosted.org/packages/d3/f4/921c22a4fd0f1c1ac13a3996ffbf0aa67951e2c8ad0d1d9574938a2932e8/rpds_py-2026.6.3-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:127e08c0642d880cf32ca47ec2a4a77b901f7e2dd1ad9762adb13955d72ffcc9", size = 504896, upload-time = "2026-06-30T07:17:39.689Z" }, + { url = "https://files.pythonhosted.org/packages/0b/1b/a114b972cefa1ab1cdb3c7bb177cd3844a12826c507c722d3a73516dbbaf/rpds_py-2026.6.3-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8bb68f03f395eb793220b45c097bd4d8c32944393da0fad8b999efac0868fc8c", size = 391545, upload-time = "2026-06-30T07:17:41.336Z" }, + { url = "https://files.pythonhosted.org/packages/4e/98/af9b3db77d47fcbe6c8c1f36e2c2147ec70292819e99c325f871584a1c11/rpds_py-2026.6.3-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a3450b693fde92133e9f51060568a4c31fcca76d5e53bbd611e689ca446517e9", size = 380059, upload-time = "2026-06-30T07:17:42.857Z" }, + { url = "https://files.pythonhosted.org/packages/c9/ba/0efd8668b97c1d26a61566386c636a7a7a09829e474fdf807caa15a2c844/rpds_py-2026.6.3-pp311-pypy311_pp73-manylinux_2_31_riscv64.whl", hash = "sha256:5e8d07bddee435a2ff6f1920e18feff28d0bc4533e42f4bf6927fbd073312c41", size = 393235, upload-time = "2026-06-30T07:17:44.637Z" }, + { url = "https://files.pythonhosted.org/packages/62/90/8c139ee9690f73b0829f32647de6f40d826f8f443af6fa72644f96351aac/rpds_py-2026.6.3-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:3a83ae6c67b7676b9878378547ca8e93ed77a580037bcbcd1d32f739e1e6089c", size = 413008, upload-time = "2026-06-30T07:17:46.225Z" }, + { url = "https://files.pythonhosted.org/packages/9c/97/0043896fdd7828ce09a1d9a8b06433714d0960fc4ff3fc4aa72b666b764e/rpds_py-2026.6.3-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:2bfd04c19ddbd6640de0b51894d764bd2758854d5b75bd102d2ef10cb9c293a9", size = 558118, upload-time = "2026-06-30T07:17:47.759Z" }, + { url = "https://files.pythonhosted.org/packages/f6/40/02355f0e134f783a8f9814c4680a1bd311d37671577a5964ea838573ff37/rpds_py-2026.6.3-pp311-pypy311_pp73-musllinux_1_2_i686.whl", hash = "sha256:ca6546b66be9dc4738b1b043d5ebd5488c66c578c5ff0fd0e8065313fe3afb76", size = 623138, upload-time = "2026-06-30T07:17:49.355Z" }, + { url = "https://files.pythonhosted.org/packages/10/85/48f0abdcef5cce4e034c7a5b0ceeceba0b01bf0d942824f4bb720afe2dec/rpds_py-2026.6.3-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:8e65860d238379ed982fd9ba690579b5e95af2f4840f99c772816dbe573cb826", size = 586486, upload-time = "2026-06-30T07:17:51.141Z" }, +] + +[[package]] +name = "ruff" +version = "0.16.7" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/82/bb/5a449b9162e49b139d72f61672bd3ac1d790221f796d3304e2241fff4c58/ruff-0.16.7.tar.gz", hash = "sha256:5f71d004ac1263b22fa39462ac5ae618a4b77d58981af2cc79bf79a29c12b1a6", size = 4924184, upload-time = "2026-09-10T18:04:06.336Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e3/b2/c80aeeb7f9e469c0d63a85d2f1ab6e1ebfbe10ea7a8d2438b7e09e3ff09e/ruff-0.16.7-py3-none-linux_armv6l.whl", hash = "sha256:727307773e7c7f9181d3ed3a2484186e56c1fa1874255911c74585eb2c7c19f9", size = 10048917, upload-time = "2026-09-10T18:03:30.28Z" }, + { url = "https://files.pythonhosted.org/packages/7b/96/20bb7bcae008004df52afcb7ac83432d4a467f2c17b672fe46d26be231c5/ruff-0.16.7-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:9d61c258deabf58f34c67bd4bb4d939c7f2e6b5f0e59c1cdd1cf771b11cde929", size = 10242929, upload-time = "2026-09-10T18:03:32.706Z" }, + { url = "https://files.pythonhosted.org/packages/90/b2/f184b0d5abec02db69cfd7e49b688ae0237554528ca777136c613bf36bee/ruff-0.16.7-py3-none-macosx_11_0_arm64.whl", hash = "sha256:7ab81118df8945e0193d0240712aa4496573595b75185c3636ed825592a0f728", size = 9847245, upload-time = "2026-09-10T18:03:34.509Z" }, + { url = "https://files.pythonhosted.org/packages/eb/2d/db1633a641866ed801e34cc6b60ef236c5e16f9b2124ab1d49cc24a5fe4f/ruff-0.16.7-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4c196c968874fc8019da8e7163de7a1a370f111e2309b4b7dfea0fce950198d0", size = 9961780, upload-time = "2026-09-10T18:03:36.618Z" }, + { url = "https://files.pythonhosted.org/packages/4d/98/edea21e1a3e38dbbc3bf6bb068b863b3b06184cf8533a4c7dbbe208a89d5/ruff-0.16.7-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ac8c3bd0a7e10ad31e6ce51e7a99f3cb772e69aecdd6b9ea7e99b362f62a62c0", size = 9866337, upload-time = "2026-09-10T18:03:38.805Z" }, + { url = "https://files.pythonhosted.org/packages/0b/11/a15e60d4c87b214646f116ca9d204475bf993ee1047459bc9a360fd4d6d1/ruff-0.16.7-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:398d3988edde000b5c75dc1b3f584708da9bc990de069c18909142580fec1af9", size = 10562512, upload-time = "2026-09-10T18:03:40.71Z" }, + { url = "https://files.pythonhosted.org/packages/29/42/eaff4c9b6d0c7cdf56df313a17e89ae854f5bbc0b0c8f9cce19be0ab7a8f/ruff-0.16.7-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ce05b62b770a8217c4646a9c4139fca00efe8fe5d71f87df2b243ff20d4584d1", size = 11302938, upload-time = "2026-09-10T18:03:42.607Z" }, + { url = "https://files.pythonhosted.org/packages/5d/43/c75aa59a4ec181fe2ec06cab30e198c1c6d107229a9f008ae3a7c16cabd8/ruff-0.16.7-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:af1b576fddb9d9ef2ececfb5fadcd6a624b25070ed85e3cfcfe449fc3ff6a7b9", size = 10840857, upload-time = "2026-09-10T18:03:44.604Z" }, + { url = "https://files.pythonhosted.org/packages/21/33/81f3da371942ea031105ba679d8d6e28ec1660ccd690a45f42d381161356/ruff-0.16.7-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9ce7f8f22df67c93ed96c717f9128eadb797144ac2bad475cf536f31d6100c55", size = 10370001, upload-time = "2026-09-10T18:03:46.706Z" }, + { url = "https://files.pythonhosted.org/packages/fa/0b/6345fb4dbf6dd0ed1cfe5d18391dc9c3f59cc81622a7b0a65b84b3e730ba/ruff-0.16.7-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:06d0e93d04f392996435ebd600c153f65b47d73fbec2415aa99c5ee5756b3a5f", size = 10548735, upload-time = "2026-09-10T18:03:48.658Z" }, + { url = "https://files.pythonhosted.org/packages/3f/4d/c5576adf511f92a328e5569dda190ecdd430da51f1a649f3a4a2fd73e21e/ruff-0.16.7-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:142151a5e7b93c1b11111337142f89dd2fbfee92161225c99a97222f22e32656", size = 10108496, upload-time = "2026-09-10T18:03:50.563Z" }, + { url = "https://files.pythonhosted.org/packages/ff/8c/667d83c16199a17a56adc6b0bd4c3beb5b767a2babcd16a56f76f9be7fd6/ruff-0.16.7-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:e6651f97a342d8b35d54d8991544ca22169b86dc54111cb604666940c431b750", size = 9860136, upload-time = "2026-09-10T18:03:52.621Z" }, + { url = "https://files.pythonhosted.org/packages/99/75/78d401106731999a1dd20cc5a6961e37e1eb9397a3b589f73f3a5ce146a3/ruff-0.16.7-py3-none-musllinux_1_2_i686.whl", hash = "sha256:ef140c6eb935fa9a84c9c607dfb2cb1b85843c192e79265b0c54f35f557ea8e5", size = 10286290, upload-time = "2026-09-10T18:03:55.207Z" }, + { url = "https://files.pythonhosted.org/packages/68/49/56f9c3a8b755df93a0ad318b2147bf4ef5dae9a7e5ec61c460109c67957f/ruff-0.16.7-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:53e39506a730fadeee0d998ed5946f30671f0db240c6c7c73bdabbe33604bb6f", size = 10745048, upload-time = "2026-09-10T18:03:57.299Z" }, + { url = "https://files.pythonhosted.org/packages/5f/ea/7f9b938a63ece4bec677ad7f9f7fa02df3383db1949ed93a382441c09a87/ruff-0.16.7-py3-none-win32.whl", hash = "sha256:2ea3470fcebcbc5df2fb0c6f3b90333fa9084c534e0111c038fa4a6ab9f1c4b7", size = 10059082, upload-time = "2026-09-10T18:03:59.632Z" }, + { url = "https://files.pythonhosted.org/packages/39/11/480a6973a927aa653e1cead6a6416008640e03a99d05b34c0434b8c6c366/ruff-0.16.7-py3-none-win_amd64.whl", hash = "sha256:7ac26aca826e9e21d0f1cb25b54ac660760a9fdd094d3e4df9848232be98cfc6", size = 10593368, upload-time = "2026-09-10T18:04:01.999Z" }, + { url = "https://files.pythonhosted.org/packages/8b/4b/51327018d056f0dad2c2238f26d1fb0f53707a9d91b75dea6d1b3039f136/ruff-0.16.7-py3-none-win_arm64.whl", hash = "sha256:aab7f39e2c9df6c596216070f98eef1207b94f8516cca20c808826974971855b", size = 10412401, upload-time = "2026-09-10T18:04:04.098Z" }, +] + +[[package]] +name = "safetensors" +version = "0.8.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/45/06/f955dbbb1859e3bd23c8ac6141af5106e7ad5fedec4a3a6e3d60f94b7001/safetensors-0.8.0.tar.gz", hash = "sha256:fabaf3e0f18a6618d9b36560682562157f77c2b71fcffc7b432be2baed9d753d", size = 325846, upload-time = "2026-06-09T07:52:25.563Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/39/a0/f718cda65b05407d228f97602cf60dca269c979867aa5beb25410de26cd3/safetensors-0.8.0-cp310-abi3-macosx_10_12_x86_64.whl", hash = "sha256:c554f85858e05226d3c2828e32395e677434685d6d94594a41643361c5e837f0", size = 473568, upload-time = "2026-06-09T07:52:18.829Z" }, + { url = "https://files.pythonhosted.org/packages/f5/b1/fa7c600e7dceae12e9606c7578cbc9ff1e1ed55844883ee5c92205e86226/safetensors-0.8.0-cp310-abi3-macosx_11_0_arm64.whl", hash = "sha256:c80201d22cbf405b80647a60ada77bba06c8fba2da2743ba1e89cdcc39a81f25", size = 484562, upload-time = "2026-06-09T07:52:17.518Z" }, + { url = "https://files.pythonhosted.org/packages/09/7d/65a7de0af421317bb36a067241e4235fff194eed60b961ed6d3f59a3fc60/safetensors-0.8.0-cp310-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7a46e5ff292c356d6991e60942ba7f79817682d3a2cef0702136448cb9c4d235", size = 502844, upload-time = "2026-06-09T07:52:07.624Z" }, + { url = "https://files.pythonhosted.org/packages/91/4f/3175c9d75634e0e0dda0082794193521035edd7c70a6f212bf33ca06ddf4/safetensors-0.8.0-cp310-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:4124502b78f03534117c848f87a39b8f31e577b15eff423bf8bfb95f2a8c30d0", size = 511823, upload-time = "2026-06-09T07:52:09.565Z" }, + { url = "https://files.pythonhosted.org/packages/20/87/846c289e7aa2299eff406335717cf43ce8777194ece8aad75772e0411615/safetensors-0.8.0-cp310-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7bc0a787ba8a35be368ee3574edfa2b1ad389eebd0a72e482ae275490e3f6c98", size = 633461, upload-time = "2026-06-09T07:52:11.128Z" }, + { url = "https://files.pythonhosted.org/packages/76/22/8d64d9df2c45d5ded401df889d0ad90882804ca172d79ec4f0df8f727fe0/safetensors-0.8.0-cp310-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:040070828e36dc8e122178bbbd5830ff9e97920affb84cbe0f46442497bed358", size = 545148, upload-time = "2026-06-09T07:52:13.603Z" }, + { url = "https://files.pythonhosted.org/packages/28/50/f203ff3a3ddfe19308efc83c5a3a29ed02bf786732ec35e68bf9162f3365/safetensors-0.8.0-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fd6f3f93c9a0a7cc2788ee63fb763353d4bd2e89b0751bc78fcf7dda00bea774", size = 516040, upload-time = "2026-06-09T07:52:16.29Z" }, + { url = "https://files.pythonhosted.org/packages/46/fb/cdaed17ceb2948784fd9c36b6fd3e951b608547cea81a48e8ee6f8cfdfcb/safetensors-0.8.0-cp310-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:fcdd41ec4628fee5799f807c73c353629130fbd942aa23d83c623dd6c9d52d78", size = 513832, upload-time = "2026-06-09T07:52:12.37Z" }, + { url = "https://files.pythonhosted.org/packages/0d/49/1e15de264dcc3b77943d2d0c56a95809956883b1c2d6d585c792523f180b/safetensors-0.8.0-cp310-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:8e9f537aa183a38ace122d27303dcd986b26bd2a7591f9181d7f0c396f4677ca", size = 559930, upload-time = "2026-06-09T07:52:14.743Z" }, + { url = "https://files.pythonhosted.org/packages/2a/43/bf38443278eab4b1be1fce2931e2b012ad9cb7df52ada751d0aab8f7659a/safetensors-0.8.0-cp310-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:87eec7ffed2b809f05a398a8becb7d013f19f7837cd15d9748580d6cf30dbaf4", size = 678670, upload-time = "2026-06-09T07:52:20.032Z" }, + { url = "https://files.pythonhosted.org/packages/72/e3/68cd3fa5b48488e84add63e04cb12f3bc28ae4638c06d4508c6e88823d0e/safetensors-0.8.0-cp310-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:4a95ae2b05d7726d751da4ebf626a2ca782b706e101bd894c95bc2450b1cffcc", size = 786679, upload-time = "2026-06-09T07:52:21.322Z" }, + { url = "https://files.pythonhosted.org/packages/29/4b/1c19c509d56e01f4fbb3d0a2e597450f6cc04d1d56cf52defb0a62dfd715/safetensors-0.8.0-cp310-abi3-musllinux_1_2_i686.whl", hash = "sha256:3ae091f16662658bdc019a4ff6cb4c085bb7d725eb5978b183ffd265863b6d2d", size = 765683, upload-time = "2026-06-09T07:52:22.594Z" }, + { url = "https://files.pythonhosted.org/packages/27/43/41c1621732edd934d868a00d1b891584c892a7b62a9aab82ea5a0a5623ee/safetensors-0.8.0-cp310-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:8e080062fcde23be189565e1c3305d16751a218ecf9412c8601e64204eb6f846", size = 722361, upload-time = "2026-06-09T07:52:23.924Z" }, + { url = "https://files.pythonhosted.org/packages/8e/3f/73ccf82579412b4a71c4ca673f10b5f1f888d7cf5af7fe24f27d30307be4/safetensors-0.8.0-cp310-abi3-win32.whl", hash = "sha256:2ddf52eac562eda224f99acfa7889d02968c1fd59a5b011ae7d8137c37e9c02d", size = 342401, upload-time = "2026-06-09T07:52:28.895Z" }, + { url = "https://files.pythonhosted.org/packages/1b/6d/3fba214c1e5e0f69991677ec3bc17023f0421776975e1de0c682dca475e2/safetensors-0.8.0-cp310-abi3-win_amd64.whl", hash = "sha256:096ec1a98435df7beb08853bb5aa9081a84f23d0adc67ed1a0a10550f608373f", size = 355540, upload-time = "2026-06-09T07:52:27.832Z" }, + { url = "https://files.pythonhosted.org/packages/8d/fc/7eedc3510d97878876e32774eebbeb61c43f148a96e915c84229a3e967aa/safetensors-0.8.0-cp310-abi3-win_arm64.whl", hash = "sha256:f7838e5135a406ad3e02efdcb8cf2e5397d368b0154537c4fec682dbc544d452", size = 340500, upload-time = "2026-06-09T07:52:26.745Z" }, +] + +[[package]] +name = "scikit-image" +version = "0.26.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "imageio" }, + { name = "lazy-loader" }, + { name = "networkx" }, + { name = "numpy" }, + { name = "packaging" }, + { name = "pillow" }, + { name = "scipy" }, + { name = "tifffile" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/a1/b4/2528bb43c67d48053a7a649a9666432dc307d66ba02e3a6d5c40f46655df/scikit_image-0.26.0.tar.gz", hash = "sha256:f5f970ab04efad85c24714321fcc91613fcb64ef2a892a13167df2f3e59199fa", size = 22729739, upload-time = "2025-12-20T17:12:21.824Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/76/16/8a407688b607f86f81f8c649bf0d68a2a6d67375f18c2d660aba20f5b648/scikit_image-0.26.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b1ede33a0fb3731457eaf53af6361e73dd510f449dac437ab54573b26788baf0", size = 12355510, upload-time = "2025-12-20T17:10:31.628Z" }, + { url = "https://files.pythonhosted.org/packages/6b/f9/7efc088ececb6f6868fd4475e16cfafc11f242ce9ab5fc3557d78b5da0d4/scikit_image-0.26.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7af7aa331c6846bd03fa28b164c18d0c3fd419dbb888fb05e958ac4257a78fdd", size = 12056334, upload-time = "2025-12-20T17:10:34.559Z" }, + { url = "https://files.pythonhosted.org/packages/9f/1e/bc7fb91fb5ff65ef42346c8b7ee8b09b04eabf89235ab7dbfdfd96cbd1ea/scikit_image-0.26.0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9ea6207d9e9d21c3f464efe733121c0504e494dbdc7728649ff3e23c3c5a4953", size = 13297768, upload-time = "2025-12-20T17:10:37.733Z" }, + { url = "https://files.pythonhosted.org/packages/a5/2a/e71c1a7d90e70da67b88ccc609bd6ae54798d5847369b15d3a8052232f9d/scikit_image-0.26.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:74aa5518ccea28121f57a95374581d3b979839adc25bb03f289b1bc9b99c58af", size = 13711217, upload-time = "2025-12-20T17:10:40.935Z" }, + { url = "https://files.pythonhosted.org/packages/d4/59/9637ee12c23726266b91296791465218973ce1ad3e4c56fc81e4d8e7d6e1/scikit_image-0.26.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:d5c244656de905e195a904e36dbc18585e06ecf67d90f0482cbde63d7f9ad59d", size = 14337782, upload-time = "2025-12-20T17:10:43.452Z" }, + { url = "https://files.pythonhosted.org/packages/e7/5c/a3e1e0860f9294663f540c117e4bf83d55e5b47c281d475cc06227e88411/scikit_image-0.26.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:21a818ee6ca2f2131b9e04d8eb7637b5c18773ebe7b399ad23dcc5afaa226d2d", size = 14805997, upload-time = "2025-12-20T17:10:45.93Z" }, + { url = "https://files.pythonhosted.org/packages/d3/c6/2eeacf173da041a9e388975f54e5c49df750757fcfc3ee293cdbbae1ea0a/scikit_image-0.26.0-cp311-cp311-win_amd64.whl", hash = "sha256:9490360c8d3f9a7e85c8de87daf7c0c66507960cf4947bb9610d1751928721c7", size = 11878486, upload-time = "2025-12-20T17:10:48.246Z" }, + { url = "https://files.pythonhosted.org/packages/c3/a4/a852c4949b9058d585e762a66bf7e9a2cd3be4795cd940413dfbfbb0ce79/scikit_image-0.26.0-cp311-cp311-win_arm64.whl", hash = "sha256:0baa0108d2d027f34d748e84e592b78acc23e965a5de0e4bb03cf371de5c0581", size = 11346518, upload-time = "2025-12-20T17:10:50.575Z" }, +] + +[[package]] +name = "scipy" +version = "1.17.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/7a/97/5a3609c4f8d58b039179648e62dd220f89864f56f7357f5d4f45c29eb2cc/scipy-1.17.1.tar.gz", hash = "sha256:95d8e012d8cb8816c226aef832200b1d45109ed4464303e997c5b13122b297c0", size = 30573822, upload-time = "2026-02-23T00:26:24.851Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/df/75/b4ce781849931fef6fd529afa6b63711d5a733065722d0c3e2724af9e40a/scipy-1.17.1-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:1f95b894f13729334fb990162e911c9e5dc1ab390c58aa6cbecb389c5b5e28ec", size = 31613675, upload-time = "2026-02-23T00:16:00.13Z" }, + { url = "https://files.pythonhosted.org/packages/f7/58/bccc2861b305abdd1b8663d6130c0b3d7cc22e8d86663edbc8401bfd40d4/scipy-1.17.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:e18f12c6b0bc5a592ed23d3f7b891f68fd7f8241d69b7883769eb5d5dfb52696", size = 28162057, upload-time = "2026-02-23T00:16:09.456Z" }, + { url = "https://files.pythonhosted.org/packages/6d/ee/18146b7757ed4976276b9c9819108adbc73c5aad636e5353e20746b73069/scipy-1.17.1-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:a3472cfbca0a54177d0faa68f697d8ba4c80bbdc19908c3465556d9f7efce9ee", size = 20334032, upload-time = "2026-02-23T00:16:17.358Z" }, + { url = "https://files.pythonhosted.org/packages/ec/e6/cef1cf3557f0c54954198554a10016b6a03b2ec9e22a4e1df734936bd99c/scipy-1.17.1-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:766e0dc5a616d026a3a1cffa379af959671729083882f50307e18175797b3dfd", size = 22709533, upload-time = "2026-02-23T00:16:25.791Z" }, + { url = "https://files.pythonhosted.org/packages/4d/60/8804678875fc59362b0fb759ab3ecce1f09c10a735680318ac30da8cd76b/scipy-1.17.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:744b2bf3640d907b79f3fd7874efe432d1cf171ee721243e350f55234b4cec4c", size = 33062057, upload-time = "2026-02-23T00:16:36.931Z" }, + { url = "https://files.pythonhosted.org/packages/09/7d/af933f0f6e0767995b4e2d705a0665e454d1c19402aa7e895de3951ebb04/scipy-1.17.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:43af8d1f3bea642559019edfe64e9b11192a8978efbd1539d7bc2aaa23d92de4", size = 35349300, upload-time = "2026-02-23T00:16:49.108Z" }, + { url = "https://files.pythonhosted.org/packages/b4/3d/7ccbbdcbb54c8fdc20d3b6930137c782a163fa626f0aef920349873421ba/scipy-1.17.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:cd96a1898c0a47be4520327e01f874acfd61fb48a9420f8aa9f6483412ffa444", size = 35127333, upload-time = "2026-02-23T00:17:01.293Z" }, + { url = "https://files.pythonhosted.org/packages/e8/19/f926cb11c42b15ba08e3a71e376d816ac08614f769b4f47e06c3580c836a/scipy-1.17.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:4eb6c25dd62ee8d5edf68a8e1c171dd71c292fdae95d8aeb3dd7d7de4c364082", size = 37741314, upload-time = "2026-02-23T00:17:12.576Z" }, + { url = "https://files.pythonhosted.org/packages/95/da/0d1df507cf574b3f224ccc3d45244c9a1d732c81dcb26b1e8a766ae271a8/scipy-1.17.1-cp311-cp311-win_amd64.whl", hash = "sha256:d30e57c72013c2a4fe441c2fcb8e77b14e152ad48b5464858e07e2ad9fbfceff", size = 36607512, upload-time = "2026-02-23T00:17:23.424Z" }, + { url = "https://files.pythonhosted.org/packages/68/7f/bdd79ceaad24b671543ffe0ef61ed8e659440eb683b66f033454dcee90eb/scipy-1.17.1-cp311-cp311-win_arm64.whl", hash = "sha256:9ecb4efb1cd6e8c4afea0daa91a87fbddbce1b99d2895d151596716c0b2e859d", size = 24599248, upload-time = "2026-02-23T00:17:34.561Z" }, +] + +[[package]] +name = "setuptools" +version = "84.0.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/6d/44/f5da03a8ef95d369145c5bb53050e7877c9f3d312e128605fd9504829143/setuptools-84.0.0.tar.gz", hash = "sha256:f4695c21257f0d9b537ec2692c941d02ee143b7cc1276941349a546573b2ef73", size = 1168449, upload-time = "2026-08-08T18:27:58.365Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/95/9c/c510029fc6ef33a6275cd2c5d3cecd6613dfd6aa401d57c54f1c18852ccf/setuptools-84.0.0-py3-none-any.whl", hash = "sha256:51a52592b3b99e102b609654876bd65f19f999935166d1352678931132b0c670", size = 818216, upload-time = "2026-08-08T18:27:56.719Z" }, +] + +[[package]] +name = "shellingham" +version = "1.5.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/58/15/8b3609fd3830ef7b27b655beb4b4e9c62313a4e8da8c676e142cc210d58e/shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de", size = 10310, upload-time = "2023-10-24T04:13:40.426Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686", size = 9755, upload-time = "2023-10-24T04:13:38.866Z" }, +] + +[[package]] +name = "sse-starlette" +version = "3.4.11" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "starlette" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/2b/54/6767bb789b2f2fed6e0f953df949cd39dc263a384c1b65a95232598621d6/sse_starlette-3.4.11.tar.gz", hash = "sha256:1bae716c02f3e6f294be41ff333220692dae7c3cbab077c900f159676719dade", size = 34972, upload-time = "2026-09-05T12:11:04.607Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/98/6a/2ba3ed4a69babf3afdddf7d8314a48d87562c0a442206bbc2a1b50d5efc0/sse_starlette-3.4.11-py3-none-any.whl", hash = "sha256:c7b2244bdff016fe7f64e10075e89a3e6bbf899649cc89b0fe884b5545042453", size = 17122, upload-time = "2026-09-05T12:11:03.195Z" }, +] + +[[package]] +name = "starlette" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/b5/b4/205b0d5241d934e8add0c38aa924c4f9fb7330834ff11e5444db964ec3f9/starlette-1.6.0.tar.gz", hash = "sha256:d4e3ac5e546444960c710297a3c9fc3f7ebae1b7e963f3d36173b49da535be9b", size = 2716969, upload-time = "2026-08-08T18:27:57.512Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c8/cb/6a6a47d5b464bd08695d254f3da6e7986cc70c9fa5d778eda57538edfe56/starlette-1.6.0-py3-none-any.whl", hash = "sha256:a86dd39d14bb45f85a3d18525215a9ef0cfd1f192ac793220e72598c90335f0c", size = 75969, upload-time = "2026-08-08T18:27:56.196Z" }, +] + +[[package]] +name = "sympy" +version = "1.14.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "mpmath" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/83/d3/803453b36afefb7c2bb238361cd4ae6125a569b4db67cd9e79846ba2d68c/sympy-1.14.0.tar.gz", hash = "sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517", size = 7793921, upload-time = "2025-04-27T18:05:01.611Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl", hash = "sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5", size = 6299353, upload-time = "2025-04-27T18:04:59.103Z" }, +] + +[[package]] +name = "tifffile" +version = "2026.3.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c5/cb/2f6d79c7576e22c116352a801f4c3c8ace5957e9aced862012430b62e14f/tifffile-2026.3.3.tar.gz", hash = "sha256:d9a1266bed6f2ee1dd0abde2018a38b4f8b2935cb843df381d70ac4eac5458b7", size = 388745, upload-time = "2026-03-03T19:14:38.134Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1a/e4/e804505f87627cd8cdae9c010c47c4485fd8c1ce31a7dd0ab7fcc4707377/tifffile-2026.3.3-py3-none-any.whl", hash = "sha256:e8be15c94273113d31ecb7aa3a39822189dd11c4967e3cc88c178f1ad2fd1170", size = 243960, upload-time = "2026-03-03T19:14:35.808Z" }, +] + +[[package]] +name = "timm" +version = "1.0.29" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "huggingface-hub" }, + { name = "pyyaml" }, + { name = "safetensors" }, + { name = "torch" }, + { name = "torchvision" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/cf/72/58b8363e22508418d5fac897ac68e2c33f01f84d9d471edc38cbb6523dc6/timm-1.0.29.tar.gz", hash = "sha256:1af8d12bb7e15c5f96e98d60b7b8319cd7f31730778bf1af58e912a7ce171576", size = 2497559, upload-time = "2026-08-28T15:07:31.007Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/5e/b7/19267ec60740ef1899d265272bff3623f19fe7f7bf1022fb098766db2134/timm-1.0.29-py3-none-any.whl", hash = "sha256:4266486e355c9beb9432e689de580d09e2efe7fa92a9a79e76c03e7763eac724", size = 2633555, upload-time = "2026-08-28T15:07:29.348Z" }, +] + +[[package]] +name = "tokenizers" +version = "0.23.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "huggingface-hub" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/18/1e/bc6587c5ab643b2e17776cace9070a2ae73549c86bffac9934a600bf3c31/tokenizers-0.23.2.tar.gz", hash = "sha256:7f0f085686b9de0d0079e6f874ae053600db64c5d13049e0bbc0119926d25aac", size = 385745, upload-time = "2026-09-03T08:55:42.89Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/4d/ed/8a443528baa6fac8dfe8c3b75b038c63ac92bb539bcabe311e227c718173/tokenizers-0.23.2-cp310-abi3-macosx_10_12_x86_64.whl", hash = "sha256:85a9a357a3764aecc904ee76bdaf8cf1ad8e5a67a1b929a487c4a39b49ed0e90", size = 3148852, upload-time = "2026-09-03T08:55:30.874Z" }, + { url = "https://files.pythonhosted.org/packages/67/49/22da045a91732384d3a3771816bf188dc5a1f702c32e635afa7c679c0bef/tokenizers-0.23.2-cp310-abi3-macosx_11_0_arm64.whl", hash = "sha256:986670e43691469dcee610ea0f846f91a8f84e91fc6f7a48d4c064414c0ec2bf", size = 3101593, upload-time = "2026-09-03T08:55:28.587Z" }, + { url = "https://files.pythonhosted.org/packages/2e/4d/8f569ed49372a3ed8e57099bd515055fd48d7c95912c4307cda6973c2168/tokenizers-0.23.2-cp310-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a37039b5dfc4af84eb3ef0a92f4307e28936c8f9adccba2629d36f652e9bf7a2", size = 3516830, upload-time = "2026-09-03T08:55:14.741Z" }, + { url = "https://files.pythonhosted.org/packages/2a/de/e2f14c8919d5bf51874051d00d6c7b7e0e8bde6c6a2dbeddda7f642896ff/tokenizers-0.23.2-cp310-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:7b7e37ba198f24150f523e1242e83c4970de4a525480586be5dcc24d9add32c5", size = 3407975, upload-time = "2026-09-03T08:55:16.842Z" }, + { url = "https://files.pythonhosted.org/packages/c5/bd/93c69152d02ef06ce47aed8b2bf4952dcf733c935a62791873932b2934d9/tokenizers-0.23.2-cp310-abi3-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:43e4f2071e3cc8d5d86421c874aebc82659bb51a68bcdef5a0da75ee89511ccb", size = 3748165, upload-time = "2026-09-03T08:55:24.769Z" }, + { url = "https://files.pythonhosted.org/packages/2d/b7/56b84b80bc96942bba8eb23751a9e8a1fce4faaf4390425e7083f721c98c/tokenizers-0.23.2-cp310-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:325fee2e0418a9dc6c9ecf736a5f5f0db7875183ace9549ae339da76f7a1fbb7", size = 4024165, upload-time = "2026-09-03T08:55:18.806Z" }, + { url = "https://files.pythonhosted.org/packages/9b/8a/0175e216f005c2fe08238292663aa41e4c802b216e71047a69a0e9fc6fa3/tokenizers-0.23.2-cp310-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:950d7c9426fa72406a0ffeacdbc0bb9985f5db20eb8b263f29c79aaf83105703", size = 3591899, upload-time = "2026-09-03T08:55:22.752Z" }, + { url = "https://files.pythonhosted.org/packages/2c/ca/ca6b93c7820df123b2662a9469e8facc826ccc94e98fdd0d615f6431e73a/tokenizers-0.23.2-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:41c2f84d172449b4dadb9cdc508e3e364076613c35b16e76ecfe47a60d1e3305", size = 3386843, upload-time = "2026-09-03T08:55:26.584Z" }, + { url = "https://files.pythonhosted.org/packages/e9/a4/4f9106d317b14a80aefea9f0e3a8d07ef25f856a7607eb7f5ab894281fcb/tokenizers-0.23.2-cp310-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:12f0835dc2ee694746a76adf7b1567d4346a4a502ebe93fb1f5f80ea49799b78", size = 3577314, upload-time = "2026-09-03T08:55:20.825Z" }, + { url = "https://files.pythonhosted.org/packages/8d/6a/1552b70fb0d9ab074fd3fc961435d01364e79c9058481822c3af6e8d402c/tokenizers-0.23.2-cp310-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:eb2f9c8a24da020ea8c11a01a19c1c2547912d92121ae4a01cfbca46125dee40", size = 9967367, upload-time = "2026-09-03T08:55:33.188Z" }, + { url = "https://files.pythonhosted.org/packages/06/01/3ccb3a956c7528b2507b8a9714155c4baf86af593039db6ea375dd0c96c3/tokenizers-0.23.2-cp310-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:f486f402f6f9abee5bb032553736813af0c710a86b2e0ca592634c55cea1f835", size = 9811886, upload-time = "2026-09-03T08:55:35.642Z" }, + { url = "https://files.pythonhosted.org/packages/fa/73/7038e612d48bda1599457f712f6bd3854eae1a9dc9c13aa47f835349db48/tokenizers-0.23.2-cp310-abi3-musllinux_1_2_i686.whl", hash = "sha256:bef235815a067b2648caf6dcc7a71091b0b0fff9ee8057f6451eb9335fae52ef", size = 10146224, upload-time = "2026-09-03T08:55:38.391Z" }, + { url = "https://files.pythonhosted.org/packages/b5/d8/8e9e4e0b287a338d8f88976729628c9d22e8a54cfaf9777018a7f7cb58a0/tokenizers-0.23.2-cp310-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:5c56bda1511921587789163e524d196ed8284174ac23abd7685d5ea8da6c4718", size = 10256304, upload-time = "2026-09-03T08:55:40.977Z" }, + { url = "https://files.pythonhosted.org/packages/f3/1f/c79a01f671a49728ebb0b61f7ff9ea45663b66cab40bc0858e9859b25c16/tokenizers-0.23.2-cp310-abi3-win32.whl", hash = "sha256:debf978920d93ba9c219bd67cc4bbfaf912c9039e41e7a28b91ec15e3728c95a", size = 2592809, upload-time = "2026-09-03T08:55:48.02Z" }, + { url = "https://files.pythonhosted.org/packages/db/f7/0a69ac6b82dbccf3f71add938a161c497952749294b8dd6dfe03a819dc40/tokenizers-0.23.2-cp310-abi3-win_amd64.whl", hash = "sha256:2e96f5699d5249c9c64aa8412e044f727aae3a4098cf830f9901ec1afc361cde", size = 2863236, upload-time = "2026-09-03T08:55:46.193Z" }, + { url = "https://files.pythonhosted.org/packages/d7/b0/dee84cb44175be1b4c35bd2f770727494e78f0bb38e571a623ade94dbebb/tokenizers-0.23.2-cp310-abi3-win_arm64.whl", hash = "sha256:e49c394456dd9985787fec76132438ba3fb8911f857b1bf3d40119f9292d41aa", size = 2729352, upload-time = "2026-09-03T08:55:44.345Z" }, +] + +[[package]] +name = "torch" +version = "2.14.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "cuda-bindings", marker = "sys_platform == 'linux'" }, + { name = "cuda-toolkit", extra = ["cublas", "cudart", "cufft", "cufile", "cupti", "curand", "cusolver", "cusparse", "nvjitlink", "nvrtc", "nvtx"], marker = "sys_platform == 'linux'" }, + { name = "filelock" }, + { name = "fsspec" }, + { name = "jinja2" }, + { name = "networkx" }, + { name = "nvidia-cudnn-cu13", marker = "sys_platform == 'linux'" }, + { name = "nvidia-cusparselt-cu13", marker = "sys_platform == 'linux'" }, + { name = "nvidia-nccl-cu13", marker = "sys_platform == 'linux'" }, + { name = "nvidia-nvshmem-cu13", marker = "sys_platform == 'linux'" }, + { name = "setuptools" }, + { name = "sympy" }, + { name = "triton", marker = "sys_platform == 'linux'" }, + { name = "typing-extensions" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/e6/2c/0c9757a1ea1fff8ccc4faff1d1c87e98a69542b5d4b606e50f7518f72e58/torch-2.14.0-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:ae530ddd3f3b94248b77f1fd3313c4f3405bd0d17283d505b81574816767133a", size = 127277244, upload-time = "2026-09-02T13:42:57.855Z" }, + { url = "https://files.pythonhosted.org/packages/ed/30/eb2f6cf77cb8f2d5e7ce4343882a856783521f51b557673d78d1d7bb8661/torch-2.14.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:4dbea8a10d80b10dff2be1ed467d2617b704fe6bf76bbfad4194774c8f6d886b", size = 453993896, upload-time = "2026-09-02T13:43:29.231Z" }, + { url = "https://files.pythonhosted.org/packages/8d/be/c0c8a845bf00552960d2f1f6a00b6ac9750fd312f55429c3e8c6c0e3aac4/torch-2.14.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:8d9e232b6376c62f3090237889fb1cb6887c0ece9f73e6c1052e80fc1481f999", size = 554583496, upload-time = "2026-09-02T13:44:10.199Z" }, + { url = "https://files.pythonhosted.org/packages/e3/5b/ed9d177f6a133389d5fa89e298f3e2a879b62952aa928ac6ddd04467f225/torch-2.14.0-cp311-cp311-win_amd64.whl", hash = "sha256:6981872df75eb5409c439050d36b67cb57d88b4e11080516e2aa7410f6730705", size = 124096356, upload-time = "2026-09-02T13:43:02.941Z" }, +] + +[[package]] +name = "torchvision" +version = "0.29.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy" }, + { name = "pillow" }, + { name = "torch" }, +] +wheels = [ + { url = "https://files.pythonhosted.org/packages/ea/47/6b32740f7ae0ecf8772297f7e61e842b127b11de5c2c07efd9aeeaed0690/torchvision-0.29.0-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:bbe15455b59a6c9d822584fd3faaaac50ee972101d7bb7e2887da456e148a3ea", size = 1813735, upload-time = "2026-09-02T13:46:58.108Z" }, + { url = "https://files.pythonhosted.org/packages/59/0a/2c5114537cbf4ac374607a41d976911657db9f656bfa42a278470ca8d886/torchvision-0.29.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:dc5717feef9a0b430b052895db71f1d695939575b74344da981120e9f4da7620", size = 7585959, upload-time = "2026-09-02T13:46:59.536Z" }, + { url = "https://files.pythonhosted.org/packages/a6/2d/a656bfa09b98d01d4baf30114a5befca1de2f7a16133d94aae01d7cd6942/torchvision-0.29.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:85fa54bec1f7d9227b5e4e201ed4bac92247ee10fb19148d92f9836e3e91d5c3", size = 7430717, upload-time = "2026-09-02T13:47:01.281Z" }, + { url = "https://files.pythonhosted.org/packages/78/26/dc21cec3eace48d944258a437e293093c69ddb56684e9dd1b5016f7e2154/torchvision-0.29.0-cp311-cp311-win_amd64.whl", hash = "sha256:a292ca7044236a2702ec3d4664de135e01fc9fb3ae9422db3fecc819546e831c", size = 1376792, upload-time = "2026-09-02T13:47:02.645Z" }, +] + +[[package]] +name = "tqdm" +version = "4.70.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "colorama", marker = "sys_platform == 'win32'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/0d/ea/b2a5bd54b28a324dae8211928b2d730b6547500342c7e6c6dea08bd0a485/tqdm-4.70.1.tar.gz", hash = "sha256:cefd0eca11b2a37a3aee776544d4f4ae913f02688135b5556b8788dfa474afc4", size = 171846, upload-time = "2026-09-11T07:25:16.601Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a7/03/921a3d3c75785aca9ebfbfcabfbc3a1be12e2ab5265deb026d55a5a3f83e/tqdm-4.70.1-py3-none-any.whl", hash = "sha256:c293e525e6fef9c20e8728fd4612df02a0aa31bb5fe91ecd93e123b1b7bffa73", size = 80199, upload-time = "2026-09-11T07:25:14.599Z" }, +] + +[[package]] +name = "transformers" +version = "5.17.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "huggingface-hub" }, + { name = "numpy" }, + { name = "packaging" }, + { name = "pyyaml" }, + { name = "regex" }, + { name = "safetensors" }, + { name = "tokenizers" }, + { name = "tqdm" }, + { name = "typer" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/0e/9e/750649904a065007a838981785b2bd8d9ff26154c6c341ac67d0b7f82c68/transformers-5.17.0.tar.gz", hash = "sha256:a153be279169b55b92d8000bf4af294aed684503d091cca7804da2dd8a9de000", size = 9817878, upload-time = "2026-09-09T15:39:56.886Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e8/d0/c502b60d684adbd98a8dc7d5bb866842772b816ac4354e4608be240041ae/transformers-5.17.0-py3-none-any.whl", hash = "sha256:78ec1ce21579b38dfb83950a0658cd119f87212a2fcfdff478096ce9d6c03801", size = 12295140, upload-time = "2026-09-09T15:39:53.746Z" }, +] + +[[package]] +name = "triton" +version = "3.8.0" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a3/cf/d21c9b1a4d1df9ba3aed218069f24f762a4b9565c5a362bef6f110c08e72/triton-3.8.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:372285307d4c44ee74cee32de0b4f04bd157e071427e38c6f4ee3e3beb2194f4", size = 226467015, upload-time = "2026-08-28T16:08:05.871Z" }, + { url = "https://files.pythonhosted.org/packages/6f/9a/2c3d3823726d5ad5359f7065b02b984925158b74611c1e3987f6a37461fb/triton-3.8.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:68988ac85d5e7086baeda0ddc175af9667db7529b3c5e11a5c0601b8bef2200a", size = 247945226, upload-time = "2026-08-28T15:55:43.795Z" }, +] + +[[package]] +name = "truststore" +version = "0.10.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/53/a3/1585216310e344e8102c22482f6060c7a6ea0322b63e026372e6dcefcfd6/truststore-0.10.4.tar.gz", hash = "sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301", size = 26169, upload-time = "2025-08-12T18:49:02.73Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/19/97/56608b2249fe206a67cd573bc93cd9896e1efb9e98bce9c163bcdc704b88/truststore-0.10.4-py3-none-any.whl", hash = "sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981", size = 18660, upload-time = "2025-08-12T18:49:01.46Z" }, +] + +[[package]] +name = "typer" +version = "0.27.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "annotated-doc" }, + { name = "colorama", marker = "sys_platform == 'win32'" }, + { name = "rich" }, + { name = "shellingham" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/16/f7/57713ba479fd405eb76de31404b2c744c289e336b2d999511ebf51e496f7/typer-0.27.2.tar.gz", hash = "sha256:269b7eb9d3c202ca84b4bc9618cb04ebb43d3d4d1e567e4c768607232c05f945", size = 204045, upload-time = "2026-08-28T10:26:55.046Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/dc/bf/205d0004930ede8f542fb58f601526fccf4ae7626075ca1e6c4de5d3d652/typer-0.27.2-py3-none-any.whl", hash = "sha256:b3a5fc4342d5fc8fda8fc3010b1cf117e9249aab7fae800c2eff62fd3842d97d", size = 123130, upload-time = "2026-08-28T10:26:53.752Z" }, +] + +[[package]] +name = "typing-extensions" +version = "4.16.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f6/cc/6253133b5bb138fc3306cebfbda2c520f545d36b5be2c7255cc528bb45d6/typing_extensions-4.16.0.tar.gz", hash = "sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5", size = 113555, upload-time = "2026-07-02T08:40:05.92Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/49/d3/b8441a820a491ddfc024b0b0cf0393375b75ea13866d9c66727e54c2fc80/typing_extensions-4.16.0-py3-none-any.whl", hash = "sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8", size = 45571, upload-time = "2026-07-02T08:40:04.659Z" }, +] + +[[package]] +name = "typing-inspection" +version = "0.4.4" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/a3/26/b09b8010994eccc3c09092e6b34058f36a460eea2d4c3e8b910c695975a0/typing_inspection-0.4.4.tar.gz", hash = "sha256:547274fa6b0a561ccf549cc9524b999a578e737d015d8709d021f9d0d13bea47", size = 76928, upload-time = "2026-08-12T12:37:25.997Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/67/81/4add07e5172b7ac40d8ed5ff580409a7801a4fe26d529bdd915401dabfbe/typing_inspection-0.4.4-py3-none-any.whl", hash = "sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147", size = 14750, upload-time = "2026-08-12T12:37:24.648Z" }, +] + +[[package]] +name = "urllib3" +version = "2.7.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/53/0c/06f8b233b8fd13b9e5ee11424ef85419ba0d8ba0b3138bf360be2ff56953/urllib3-2.7.0.tar.gz", hash = "sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c", size = 433602, upload-time = "2026-05-07T16:13:18.596Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7f/3e/5db95bcf282c52709639744ca2a8b149baccf648e39c8cc87553df9eae0c/urllib3-2.7.0-py3-none-any.whl", hash = "sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897", size = 131087, upload-time = "2026-05-07T16:13:17.151Z" }, +] + +[[package]] +name = "uvicorn" +version = "0.52.4" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "click" }, + { name = "h11" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/f2/0f/3f86e61397dd33bf2ccf28188c40db6a740658aeebbbf6e7dbc101a1f487/uvicorn-0.52.4.tar.gz", hash = "sha256:73acfee47a0b133c5de13d219492d62d8a31e935f4fe6e41a232451a15379f86", size = 100627, upload-time = "2026-08-19T06:27:41.821Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f1/79/4a20b54ab0491485ccd8c077db2d39187c7f12b3e15485d38a7be37c81b4/uvicorn-0.52.4-py3-none-any.whl", hash = "sha256:f86e41a149d7d05a9969337e3946a9c171c06a5d42680896daaba624aeac8da1", size = 79871, upload-time = "2026-08-19T06:27:40.36Z" }, +] + +[[package]] +name = "zipp" +version = "4.1.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/b9/d8/eab98a517c14134c0b2eb4e2387bc5f457334293ec5d2dd3857ec2966802/zipp-4.1.0.tar.gz", hash = "sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602", size = 26214, upload-time = "2026-05-18T20:08:57.967Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3a/13/547360d81e6d88d58492968ffda9f9542854f11310ee556fef14260cc886/zipp-4.1.0-py3-none-any.whl", hash = "sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f", size = 10238, upload-time = "2026-05-18T20:08:57.045Z" }, +] -- cgit v1.2.3