summaryrefslogtreecommitdiff
diff options
context:
space:
mode:
authortanaka takashi <isazaka@gmail.com>2026-09-12 23:36:33 +0900
committertanaka takashi <isazaka@gmail.com>2026-09-12 23:36:33 +0900
commitde44625e3baae4d43ad096248b7096578b11e0b0 (patch)
treec0c0b1756fb71f6c3f8958c3b13f86756e61390d
parent49d672ef4f605fddddc4040b650aed76cbf27b2a (diff)
sd_embed導入による長文プロンプト・重み付きプロンプト対応v0.1.0
SD1.5の77 token制限を回避するため、sd_embedを用いたprompt_embedsベースの 入力方式に変更した。あわせてclip_skipとpad_last_blockの設定を追加した。 sd_embedのget_weighted_text_embeddings_sd15()でpositive/negativeの プロンプト埋め込みを同時生成し、pipeline呼び出し時にprompt_embeds/ negative_prompt_embedsを渡す。prompt/negative_promptは同時に渡さない。 LoRAロード後にembedding生成を行うため、text encoder LoRAが反映された 状態で埋め込みが作られる。 sd_embedはcommit hash 4a47f71150で固定し、VCS dependencyとして追加。 hatchlingのallow-direct-referencesを有効化。 変更内容: - pyproject.toml: sd-embed @ git+...@4a47f71150追加、 allow-direct-references=true - config.py: GenerationConfigにclip_skip=0, pad_last_block=False追加、 load_configで[generation]のclip_skip/pad_last_block読込・validation (clip_skip: 0-12のinteger, pad_last_block: boolean) - model_manager.py: 3つのpipeline呼び出しをprompt/negative_promptから prompt_embeds/negative_prompt_embedsに変更、_embed_prompts()メソッド追加 - tests/test_config.py: clip_skip/pad_last_blockの正常系・異常系テスト追加 - doc/config.md: [generation]セクションにclip_skip/pad_last_block説明追記、 設定項目一覧表更新 - config.example.toml: clip_skip/pad_last_blockコメント例追記 - doc/Design.md: GenerationConfigにclip_skip/pad_last_block追記 - README.md: sd_embedの説明追記 - uv.lock: sd_embedおよび依存パッケージ追加 検証: - ruff format/check、pyright 0 errors、pytest 67 passed - 実GPU・実モデルで確認: - 短いプロンプト: 生成成功 - 77 token超の長文プロンプト(122 token): 生成成功 - 重み付きプロンプト(word:1.5)((word)): 生成成功 - LoRA(pixelartV3) + sd_embed + 重み付き: 生成成功 - negative promptの重み付き埋め込み: 生成成功
Diffstat
-rw-r--r--README.md4
-rw-r--r--config.example.toml2
-rw-r--r--doc/Design.md2
-rw-r--r--doc/config.md20
-rw-r--r--pyproject.toml4
-rw-r--r--src/mcp_sd15/config.py14
-rw-r--r--src/mcp_sd15/model_manager.py34
-rw-r--r--tests/test_config.py46
-rw-r--r--uv.lock487
9 files changed, 606 insertions, 7 deletions
diff --git a/README.md b/README.md
index 9b08798..50f98ec 100644
--- a/README.md
+++ b/README.md
@@ -3,6 +3,10 @@
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。
+プロンプトは `sd_embed` を用いた `prompt_embeds` ベースで処理され、77 token制限を超える
+長文プロンプトとAUTOMATIC1111互換の重み付き記法`(word:1.5)`に対応します。`clip_skip`と
+`pad_last_block`は`[generation]`で指定できます。
+
## セットアップ
1. NVIDIA driverがCUDA 13.2対応PyTorchを実行できることを`nvidia-smi`で確認します。
diff --git a/config.example.toml b/config.example.toml
index aa8766b..e5c9498 100644
--- a/config.example.toml
+++ b/config.example.toml
@@ -12,6 +12,8 @@ steps = 25
cfg_scale = 7.0
scheduler = "dpmpp_2m_karras"
default_size = "square_512"
+# clip_skip = 0
+# pad_last_block = false
[controlnet.depth]
enabled = true
diff --git a/doc/Design.md b/doc/Design.md
index 89f77aa..b5e433b 100644
--- a/doc/Design.md
+++ b/doc/Design.md
@@ -146,6 +146,8 @@ class GenerationConfig:
cfg_scale: float
scheduler: str
default_size: str
+ clip_skip: int = 0
+ pad_last_block: bool = False
@dataclass(frozen=True)
class PromptConfig:
diff --git a/doc/config.md b/doc/config.md
index 6ea0f9a..69dd3d6 100644
--- a/doc/config.md
+++ b/doc/config.md
@@ -50,6 +50,8 @@ uv run generate-image-sd15-mcp --config C:\path\to\config.toml
| `generation.cfg_scale` | number | No | `7.0` |
| `generation.scheduler` | string enum | No | `dpmpp_2m_karras` |
| `generation.default_size` | string enum | No | `square_512` |
+| `generation.clip_skip` | integer | No | `0` |
+| `generation.pad_last_block` | boolean | No | `false` |
| `controlnet.depth.enabled` | boolean | No | `false` |
| `controlnet.depth.model` | string | 有効時 | なし |
| `controlnet.depth.preprocessor` | string | No | `midas` |
@@ -135,6 +137,8 @@ steps = 25
cfg_scale = 7.0
scheduler = "dpmpp_2m_karras"
default_size = "square_512"
+clip_skip = 0
+pad_last_block = false
```
### `steps`
@@ -194,6 +198,22 @@ MCPツールで`size`を省略した場合に使用するサイズIDである。
| `landscape_512` | 512 x 384 |
| `portrait_512` | 384 x 512 |
+### `clip_skip`
+
+`sd_embed`によるプロンプト埋め込み生成時にCLIPの最終層から何層スキップするかを指定する。
+
+- integerのみ。範囲は`0`以上`12`以下
+- `0`のとき最終層を使用（既定値）
+- `1`のとき最後から2番目の層を使用
+- `sd_embed`の`get_weighted_text_embeddings_sd15`の`clip_skip`引数に渡される
+
+### `pad_last_block`
+
+`sd_embed`によるプロンプト埋め込み生成時に最終ブロックをパディングするかを指定する。
+
+- boolean。既定値`false`
+- `true`のとき77 token単位の最終ブロックをパディングして埋め込みを生成する
+
## 7. `[controlnet.*]`
ControlNetは用途ごとに個別設定する。各tableを省略するとその機能は無効になる。
diff --git a/pyproject.toml b/pyproject.toml
index 431ce00..6b965a8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,6 +18,7 @@ dependencies = [
"peft>=0.13",
"pillow>=10.4",
"safetensors>=0.4",
+ "sd-embed @ git+https://github.com/xhinker/sd_embed.git@4a47f71150a22942fa606fb741a1c971d95ba56f",
"torch==2.14.0+cu132",
"torchvision==0.29.0+cu132",
"transformers>=4.45,<5",
@@ -46,6 +47,9 @@ explicit = true
[tool.hatch.build.targets.wheel]
packages = ["src/mcp_sd15"]
+[tool.hatch.metadata]
+allow-direct-references = true
+
[tool.pytest.ini_options]
addopts = "-ra"
testpaths = ["tests"]
diff --git a/src/mcp_sd15/config.py b/src/mcp_sd15/config.py
index e41bdfd..39f31c9 100644
--- a/src/mcp_sd15/config.py
+++ b/src/mcp_sd15/config.py
@@ -44,6 +44,8 @@ class GenerationConfig:
cfg_scale: float = 7.0
scheduler: str = "dpmpp_2m_karras"
default_size: str = "square_512"
+ clip_skip: int = 0
+ pad_last_block: bool = False
@dataclass(frozen=True)
@@ -218,6 +220,14 @@ def load_config(path: str | Path, *, validate_paths: bool = True) -> AppConfig:
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}")
+ clip_skip_value = generation_raw.get("clip_skip", 0)
+ if (
+ isinstance(clip_skip_value, bool)
+ or not isinstance(clip_skip_value, int)
+ or not 0 <= clip_skip_value <= 12
+ ):
+ raise ConfigError("generation.clip_skip must be an integer between 0 and 12")
+ pad_last_block = _bool(generation_raw, "pad_last_block", False)
control_raw = _table(raw, "controlnet")
controlnet = ControlNetConfig(
@@ -258,7 +268,9 @@ def load_config(path: str | Path, *, validate_paths: bool = True) -> AppConfig:
config = AppConfig(
model=ModelConfig(root, checkpoint, vae, tuple(loras)),
- generation=GenerationConfig(steps_value, cfg_scale, scheduler, default_size),
+ generation=GenerationConfig(
+ steps_value, cfg_scale, scheduler, default_size, clip_skip_value, pad_last_block
+ ),
controlnet=controlnet,
output=OutputConfig(output_dir.resolve(), _bool(output_raw, "enabled", False)),
server=ServerConfig(transport, host, port_value),
diff --git a/src/mcp_sd15/model_manager.py b/src/mcp_sd15/model_manager.py
index c2bd166..e87a813 100644
--- a/src/mcp_sd15/model_manager.py
+++ b/src/mcp_sd15/model_manager.py
@@ -31,9 +31,12 @@ class ModelManager:
def text_to_image(self, request: TextToImageRequest, seed: int) -> Image.Image:
width, height = request.size.dimensions
+ prompt_embeds, negative_prompt_embeds = self._embed_prompts(
+ request.positive_prompt, request.negative_prompt
+ )
result = self.base(
- prompt=request.positive_prompt,
- negative_prompt=request.negative_prompt,
+ prompt_embeds=prompt_embeds,
+ negative_prompt_embeds=negative_prompt_embeds,
width=width,
height=height,
num_inference_steps=self.config.generation.steps,
@@ -53,9 +56,12 @@ class ModelManager:
else:
control_image = self._openpose(image, full=request.control_mode == "openpose_full")
pipeline = self._pipeline_for(str(request.control_mode), inpaint=False)
+ prompt_embeds, negative_prompt_embeds = self._embed_prompts(
+ request.positive_prompt, request.negative_prompt
+ )
result = pipeline(
- prompt=request.positive_prompt,
- negative_prompt=request.negative_prompt,
+ prompt_embeds=prompt_embeds,
+ negative_prompt_embeds=negative_prompt_embeds,
image=control_image,
width=width,
height=height,
@@ -78,9 +84,12 @@ class ModelManager:
mask = mask.resize((width, height), Image.Resampling.NEAREST)
control_image = self._inpaint_condition(image, mask)
pipeline = self._pipeline_for("inpaint", inpaint=True)
+ prompt_embeds, negative_prompt_embeds = self._embed_prompts(
+ request.positive_prompt, request.negative_prompt
+ )
result = pipeline(
- prompt=request.positive_prompt,
- negative_prompt=request.negative_prompt,
+ prompt_embeds=prompt_embeds,
+ negative_prompt_embeds=negative_prompt_embeds,
image=image,
mask_image=mask,
control_image=control_image,
@@ -140,3 +149,16 @@ class ModelManager:
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]
+
+ def _embed_prompts(self, positive: str, negative: str) -> tuple[Any, Any]:
+ """Generate prompt embeds via sd_embed to bypass the 77-token limit."""
+ from sd_embed.embedding_funcs import get_weighted_text_embeddings_sd15
+
+ prompt_embeds, neg_prompt_embeds = get_weighted_text_embeddings_sd15(
+ self.base,
+ prompt=positive,
+ neg_prompt=negative or "",
+ pad_last_block=self.config.generation.pad_last_block,
+ clip_skip=self.config.generation.clip_skip,
+ )
+ return prompt_embeds, neg_prompt_embeds
diff --git a/tests/test_config.py b/tests/test_config.py
index b0dfac0..5d339f8 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -269,3 +269,49 @@ def test_prompt_accepts_only_positive(tmp_path: Path) -> None:
config = load_config(path)
assert config.prompt.positive == "masterpiece"
assert config.prompt.negative == ""
+
+
+def test_generation_defaults_clip_skip_and_pad_last_block(tmp_path: Path) -> None:
+ path = tmp_path / "config.toml"
+ path.write_text(
+ f'[model]\nroot = "{tmp_path.as_posix()}"\ncheckpoint = "base.safetensors"\n',
+ encoding="utf-8",
+ )
+ config = load_config(path, validate_paths=False)
+ assert config.generation.clip_skip == 0
+ assert config.generation.pad_last_block is False
+
+
+def test_generation_reads_clip_skip_and_pad_last_block(tmp_path: Path) -> None:
+ path = tmp_path / "config.toml"
+ path.write_text(
+ f'[model]\nroot = "{tmp_path.as_posix()}"\ncheckpoint = "base.safetensors"\n'
+ "[generation]\nclip_skip = 2\npad_last_block = true\n",
+ encoding="utf-8",
+ )
+ config = load_config(path, validate_paths=False)
+ assert config.generation.clip_skip == 2
+ assert config.generation.pad_last_block is True
+
+
+@pytest.mark.parametrize(
+ "clip_skip, message",
+ [
+ (-1, "clip_skip"),
+ (13, "clip_skip"),
+ (2.5, "clip_skip"),
+ (True, "clip_skip"),
+ ],
+)
+def test_rejects_invalid_clip_skip(
+ tmp_path: Path, clip_skip: float | int | bool, message: str
+) -> None:
+ path = tmp_path / "config.toml"
+ literal = "true" if isinstance(clip_skip, bool) else str(clip_skip)
+ path.write_text(
+ f'[model]\nroot = "{tmp_path.as_posix()}"\ncheckpoint = "base.safetensors"\n'
+ f"[generation]\nclip_skip = {literal}\n",
+ encoding="utf-8",
+ )
+ with pytest.raises(ConfigError, match=message):
+ load_config(path, validate_paths=False)
diff --git a/uv.lock b/uv.lock
index 2ea9ed2..566b1ce 100644
--- a/uv.lock
+++ b/uv.lock
@@ -43,6 +43,24 @@ wheels = [
]
[[package]]
+name = "appnope"
+version = "1.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/11/f7/a82489c2b6ebe32d3e2831895ae19c77861f0eadf3bb16034484d965dbb2/appnope-1.0.0.tar.gz", hash = "sha256:685db59cb6043c3c2e528adc0b3bce3a5f8d09bcf7492c6ea650d1b7421f3c49", size = 5454, upload-time = "2026-08-20T21:36:13.748Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/46/c7/6b687cb0f83d2a51017d47953f2ee430ffad6fec2a8ebc964e0718a33eb1/appnope-1.0.0-py3-none-any.whl", hash = "sha256:6fe0c04218aab65c54c4ff81638cdbf848d89f5653b74d68638a137f200dd16e", size = 4158, upload-time = "2026-08-20T21:36:12.444Z" },
+]
+
+[[package]]
+name = "asttokens"
+version = "3.0.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/25/1e/faf0f247f6f881b98fc4d6d07e14085cb89d13665084e6d6ac1dc2c03d0b/asttokens-3.0.2.tar.gz", hash = "sha256:3ecdbd8f2cc195f53ccada3a613538bb5f9ef6f6869129f13e03c30a677b8fe2", size = 63136, upload-time = "2026-07-12T03:31:49.084Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/d4/2b/04b8a15f3a1c77bc79ddf5c73875327f34b4fa75982df2b76e45e402d364/asttokens-3.0.2-py3-none-any.whl", hash = "sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933", size = 28702, upload-time = "2026-07-12T03:31:47.542Z" },
+]
+
+[[package]]
name = "attrs"
version = "26.1.0"
source = { registry = "https://pypi.org/simple" }
@@ -144,6 +162,15 @@ wheels = [
]
[[package]]
+name = "comm"
+version = "0.2.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/4c/13/7d740c5849255756bc17888787313b61fd38a0a8304fc4f073dfc46122aa/comm-0.2.3.tar.gz", hash = "sha256:2dc8048c10962d55d7ad693be1e7045d891b7ce8d999c97963a5e3e99c055971", size = 6319, upload-time = "2025-07-25T14:02:04.452Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl", hash = "sha256:c615d91d75f7f04f095b30d1c1711babd43bdc6419c1be9886a85f2f4e489417", size = 7294, upload-time = "2025-07-25T14:02:02.896Z" },
+]
+
+[[package]]
name = "controlnet-aux"
version = "0.0.10"
source = { registry = "https://pypi.org/simple" }
@@ -279,6 +306,19 @@ nvtx = [
]
[[package]]
+name = "debugpy"
+version = "1.8.21"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f2/aa/12037145b7a56eaa5b29b41872f7a21b538e807e13f32c4d3c46e59be084/debugpy-1.8.21.tar.gz", hash = "sha256:a3c53278e84c94e11bd87c53970ec391d1a67396c8b22609fcac576520e611a6", size = 1697577, upload-time = "2026-06-01T19:30:35.156Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/89/fb/cbf306d6e07a313a91e7171a98669054502840931432c227cfd505ee367f/debugpy-1.8.21-cp311-cp311-macosx_15_0_universal2.whl", hash = "sha256:da456226c7b4c69e35dbe35dcee6623d912000a77816db7856a41af1c72a0264", size = 2203120, upload-time = "2026-06-01T19:30:43.964Z" },
+ { url = "https://files.pythonhosted.org/packages/aa/57/aa739bd4ad2cbf96aeb1b20b56918ddd5ae4c28b68709bfcd327f02123ee/debugpy-1.8.21-cp311-cp311-manylinux_2_34_x86_64.whl", hash = "sha256:f68b891688e61bdc08b8d364d919ff0051e0b94657b39dcd027bc3173edb7cdc", size = 3059958, upload-time = "2026-06-01T19:30:45.622Z" },
+ { url = "https://files.pythonhosted.org/packages/a8/31/453d2c9a23d133fe2c8ec7ca1d816ded52a913487fe3ffef7c01b4b706af/debugpy-1.8.21-cp311-cp311-win32.whl", hash = "sha256:f843a8b08c2edeaf9b1582eed4f25441af21a297c22ff16bf76a662557aa9c9e", size = 5236515, upload-time = "2026-06-01T19:30:47.461Z" },
+ { url = "https://files.pythonhosted.org/packages/60/94/6660de2f2d7bf388f229335ba4637646eebabdbf38564cb439a95a9193c9/debugpy-1.8.21-cp311-cp311-win_amd64.whl", hash = "sha256:84c564d8cc701d41843b29a92814c1f1bef6798724ca9d675c284ad9f6a547d7", size = 5256138, upload-time = "2026-06-01T19:30:49.113Z" },
+ { url = "https://files.pythonhosted.org/packages/95/51/67e7cf11a53e40694f720457d5b3a1cdaaa3d5a9a633e482f225456b93ff/debugpy-1.8.21-py2.py3-none-any.whl", hash = "sha256:b1e37d333663c8851516a47364ef473da127f9caebe4417e6df6f5825a7e9a92", size = 5352888, upload-time = "2026-06-01T19:31:25.186Z" },
+]
+
+[[package]]
name = "diffusers"
version = "0.39.0"
source = { registry = "https://pypi.org/simple" }
@@ -308,6 +348,15 @@ wheels = [
]
[[package]]
+name = "executing"
+version = "2.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/cc/28/c14e053b6762b1044f34a13aab6859bbf40456d37d23aa286ac24cfd9a5d/executing-2.2.1.tar.gz", hash = "sha256:3632cc370565f6648cc328b32435bd120a1e4ebb20c77e3fdde9a13cd1e533c4", size = 1129488, upload-time = "2025-09-01T09:48:10.866Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl", hash = "sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017", size = 28317, upload-time = "2025-09-01T09:48:08.5Z" },
+]
+
+[[package]]
name = "filelock"
version = "3.32.6"
source = { registry = "https://pypi.org/simple" }
@@ -339,6 +388,7 @@ dependencies = [
{ name = "peft" },
{ name = "pillow" },
{ name = "safetensors" },
+ { name = "sd-embed" },
{ name = "torch" },
{ name = "torchvision" },
{ name = "transformers" },
@@ -363,6 +413,7 @@ requires-dist = [
{ name = "peft", specifier = ">=0.13" },
{ name = "pillow", specifier = ">=10.4" },
{ name = "safetensors", specifier = ">=0.4" },
+ { name = "sd-embed", git = "https://github.com/xhinker/sd_embed.git?rev=4a47f71150a22942fa606fb741a1c971d95ba56f" },
{ name = "torch", specifier = "==2.14.0+cu132", index = "https://download.pytorch.org/whl/cu132" },
{ name = "torchvision", specifier = "==0.29.0+cu132", index = "https://download.pytorch.org/whl/cu132" },
{ name = "transformers", specifier = ">=4.45,<5" },
@@ -521,6 +572,92 @@ wheels = [
]
[[package]]
+name = "ipykernel"
+version = "7.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "appnope", marker = "sys_platform == 'darwin'" },
+ { name = "comm" },
+ { name = "debugpy" },
+ { name = "ipython" },
+ { name = "jupyter-client" },
+ { name = "jupyter-core" },
+ { name = "matplotlib-inline" },
+ { name = "nest-asyncio2" },
+ { name = "packaging" },
+ { name = "psutil" },
+ { name = "pyzmq" },
+ { name = "tornado" },
+ { name = "traitlets" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3d/c4/e4a38f579de4225a561305666f7541cdabb30075def2aa1ac17bd73c1fb5/ipykernel-7.3.0.tar.gz", hash = "sha256:9acaaaf97d16355166e4085afe9d225bfbdf2b7ef520f9df3be8f2b248275e09", size = 184899, upload-time = "2026-06-10T08:41:25.481Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/3d/02/77b271f5dc58bfbc0b577c877b2365d1ffea2afe66a80c13f2312820348c/ipykernel-7.3.0-py3-none-any.whl", hash = "sha256:897eb64da762549ef610698fca5e9675195ec6ac8ec7f19d81ce1ca20c876057", size = 120583, upload-time = "2026-06-10T08:41:23.648Z" },
+]
+
+[[package]]
+name = "ipython"
+version = "9.17.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "colorama", marker = "sys_platform == 'win32'" },
+ { name = "ipython-pygments-lexers" },
+ { name = "jedi" },
+ { name = "matplotlib-inline" },
+ { name = "pexpect", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" },
+ { name = "prompt-toolkit" },
+ { name = "psutil", marker = "sys_platform != 'cygwin' and sys_platform != 'emscripten'" },
+ { name = "pygments" },
+ { name = "stack-data" },
+ { name = "traitlets" },
+ { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b9/32/99451b1283ec5d92ad77073f12e1c667dc10775384d8f15c2914207149dd/ipython-9.17.1.tar.gz", hash = "sha256:8919be8c27f20a6f4423145028063f6637b42a03ce57665bb12015ee1f073529", size = 4539289, upload-time = "2026-09-01T08:29:32.6Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/2d/1e/65b59cf518c106aa755e7f7da3099027738687a862ec785060702a481320/ipython-9.17.1-py3-none-any.whl", hash = "sha256:6d1645743cfd1a07eb695d85aa2b5fa66721f8cbae9431d4049f7084bbf06509", size = 639038, upload-time = "2026-09-01T08:29:30.673Z" },
+]
+
+[[package]]
+name = "ipython-pygments-lexers"
+version = "1.1.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "pygments" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ef/4c/5dd1d8af08107f88c7f741ead7a40854b8ac24ddf9ae850afbcf698aa552/ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81", size = 8393, upload-time = "2025-01-17T11:24:34.505Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl", hash = "sha256:a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c", size = 8074, upload-time = "2025-01-17T11:24:33.271Z" },
+]
+
+[[package]]
+name = "ipywidgets"
+version = "8.1.9"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "comm" },
+ { name = "ipython" },
+ { name = "jupyterlab-widgets" },
+ { name = "traitlets" },
+ { name = "widgetsnbextension" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c9/7c/6db60eddf38547353b06d57941f5eee22a990640ce30479fd71a810507f2/ipywidgets-8.1.9.tar.gz", hash = "sha256:bcccba38a6ec3253f7a39c943cea5b9ad01999ce071396171adbc51c6a6a8613", size = 117252, upload-time = "2026-08-18T08:54:24.123Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/c3/55/298e9b3b864a198234997e87a1471c1b17d7f3546ace6d18fb5cf1ce24b2/ipywidgets-8.1.9-py3-none-any.whl", hash = "sha256:f2b8cbcaae10252b809fbe4d7470db75c09b769a32cbf816d20e5ca6d3c5a79d", size = 140101, upload-time = "2026-08-18T08:54:22.339Z" },
+]
+
+[[package]]
+name = "jedi"
+version = "0.20.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "parso" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/46/b7/a3635f6a2d7cf5b5dd98064fc1d5fbbafcb25477bcea204a3a92145d158b/jedi-0.20.0.tar.gz", hash = "sha256:c3f4ccbd276696f4b19c54618d4fb18f9fc24b0aef02acf704b23f487daa1011", size = 3119416, upload-time = "2026-05-01T23:38:47.814Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/9a/93/242e2eab5fe682ffcb8b0084bde703a41d51e17ee0f3a31ff0d9d813620a/jedi-0.20.0-py2.py3-none-any.whl", hash = "sha256:7bdd9c2634f56713299976f4cbd59cb3fa92165cc5e05ea811fb253480728b67", size = 4884812, upload-time = "2026-05-01T23:38:43.919Z" },
+]
+
+[[package]]
name = "jinja2"
version = "3.1.6"
source = { registry = "https://pypi.org/simple" }
@@ -560,6 +697,54 @@ wheels = [
]
[[package]]
+name = "jupyter-client"
+version = "8.10.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "jupyter-core" },
+ { name = "python-dateutil" },
+ { name = "pyzmq" },
+ { name = "tornado" },
+ { name = "traitlets" },
+ { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c5/2a/906772148a06e48885039e0250c340b770a55bbf37b08d6ee0449df369c3/jupyter_client-8.10.0.tar.gz", hash = "sha256:9f7116294dca55f1785be880057d44544db9b1567718d92cb33c58886afb9497", size = 360653, upload-time = "2026-08-28T12:17:10.854Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/0f/88/7c548de1f6c2ade7c931a3282da73f9274fa6a1531091be682f89c85efb9/jupyter_client-8.10.0-py3-none-any.whl", hash = "sha256:5f73f24f22fa25192cfff6b23c051932a2473a797b05734aff495b392103e14e", size = 110184, upload-time = "2026-08-28T12:17:09.028Z" },
+]
+
+[[package]]
+name = "jupyter-core"
+version = "5.9.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "platformdirs" },
+ { name = "traitlets" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/02/49/9d1284d0dc65e2c757b74c6687b6d319b02f822ad039e5c512df9194d9dd/jupyter_core-5.9.1.tar.gz", hash = "sha256:4d09aaff303b9566c3ce657f580bd089ff5c91f5f89cf7d8846c3cdf465b5508", size = 89814, upload-time = "2025-10-16T19:19:18.444Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/e7/e7/80988e32bf6f73919a113473a604f5a8f09094de312b9d52b79c2df7612b/jupyter_core-5.9.1-py3-none-any.whl", hash = "sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407", size = 29032, upload-time = "2025-10-16T19:19:16.783Z" },
+]
+
+[[package]]
+name = "jupyterlab-widgets"
+version = "3.0.17"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/21/8b/e739cf9066ad5037a2d4b0a403f06da374fdccb9748221661c8b492d3dbc/jupyterlab_widgets-3.0.17.tar.gz", hash = "sha256:6e61fe21ca8a66039180a5cc52a433e07279d2fee79c8be963e00d55193f17a8", size = 213919, upload-time = "2026-08-18T08:52:17.511Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/33/ef/6d27fc118f58cb24886da413545a7efb0853d405fddbfd8b2d9ac09fbed4/jupyterlab_widgets-3.0.17-py3-none-any.whl", hash = "sha256:40ac1e9955acf116c4d995d9bfa082d86ad9ec6d91c4f134827cf5e0a5eb75e0", size = 217292, upload-time = "2026-08-18T08:52:15.47Z" },
+]
+
+[[package]]
+name = "lark"
+version = "1.3.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/da/34/28fff3ab31ccff1fd4f6c7c7b0ceb2b6968d8ea4950663eadcb5720591a0/lark-1.3.1.tar.gz", hash = "sha256:b426a7a6d6d53189d318f2b6236ab5d6429eaf09259f1ca33eb716eed10d2905", size = 382732, upload-time = "2025-10-27T18:25:56.653Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/82/3d/14ce75ef66813643812f3093ab17e46d3a206942ce7376d31ec2d36229e7/lark-1.3.1-py3-none-any.whl", hash = "sha256:c629b661023a014c37da873b4ff58a817398d12635d3bbb2c5a03be7fe5d1e12", size = 113151, upload-time = "2025-10-27T18:25:54.882Z" },
+]
+
+[[package]]
name = "lazy-loader"
version = "0.5"
source = { registry = "https://pypi.org/simple" }
@@ -591,6 +776,18 @@ wheels = [
]
[[package]]
+name = "matplotlib-inline"
+version = "0.2.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "traitlets" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/bd/c0/9f7c9a46090390368a4d7bcb76bb87a4a36c421e4c0792cdb53486ffac7a/matplotlib_inline-0.2.2.tar.gz", hash = "sha256:72f3fe8fce36b70d4a5b612f899090cd0401deddc4ea90e1572b9f4bfb058c79", size = 8150, upload-time = "2026-05-08T17:33:33.49Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/41/09/5b161152e2d90f7b87f781c2e1267494aef9c32498df793f73ad0a0a494a/matplotlib_inline-0.2.2-py3-none-any.whl", hash = "sha256:3c821cf1c209f59fb2d2d64abbf5b23b67bcb2210d663f9918dd851c6da1fcf6", size = 9534, upload-time = "2026-05-08T17:33:32.055Z" },
+]
+
+[[package]]
name = "mcp"
version = "2.2.0"
source = { registry = "https://pypi.org/simple" }
@@ -638,6 +835,15 @@ wheels = [
]
[[package]]
+name = "nest-asyncio2"
+version = "1.7.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b4/73/731debf26e27e0a0323d7bda270dc2f634b398e38f040a09da1f4351d0aa/nest_asyncio2-1.7.2.tar.gz", hash = "sha256:1921d70b92cc4612c374928d081552efb59b83d91b2b789d935c665fa01729a8", size = 14743, upload-time = "2026-02-13T00:34:04.386Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/c5/3c/3179b85b0e1c3659f0369940200cd6d0fa900e6cefcc7ea0bc6dd0e29ffb/nest_asyncio2-1.7.2-py3-none-any.whl", hash = "sha256:f5dfa702f3f81f6a03857e9a19e2ba578c0946a4ad417b4c50a24d7ba641fe01", size = 7843, upload-time = "2026-02-13T00:34:02.691Z" },
+]
+
+[[package]]
name = "networkx"
version = "3.6.1"
source = { registry = "https://pypi.org/simple" }
@@ -647,6 +853,32 @@ wheels = [
]
[[package]]
+name = "ninja"
+version = "1.13.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ac/92/410b7917d16ab54c04b05cc32b9284803671d91cf79d33be6009c28d4ea8/ninja-1.13.2.tar.gz", hash = "sha256:525bfa3fc88aa30a4467df270fd5be6f9fcae8061d54d4df74ea1dc5abd5a975", size = 243739, upload-time = "2026-08-30T15:49:51.897Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/b5/b8/90a9518f2264637084d6199bc20c2f3fb97fefc4c474d277720150c3bd6d/ninja-1.13.2-py3-none-macosx_10_9_universal2.whl", hash = "sha256:fd82e26c0706ad4ab88e5fdd26f3fab0a987a90f810160f6c322e752c6af298b", size = 306611, upload-time = "2026-08-30T15:49:28.267Z" },
+ { url = "https://files.pythonhosted.org/packages/35/54/7368ce188625e39acc03ee362bb86cc9bfa6ad15e25c50889ae36e2889b3/ninja-1.13.2-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d775a5e43e9088f507a6250d57fcf5678eb31268c545feb5064ffeee33735622", size = 177180, upload-time = "2026-08-30T15:49:29.59Z" },
+ { url = "https://files.pythonhosted.org/packages/80/1a/0b5601ece2a5de97253e7c7c442b70315333955593c2b55616fd17f1706f/ninja-1.13.2-py3-none-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:81d95081c0ad7c95f67bf682220361ed2a32659d7861b4766b03433c58f22516", size = 199485, upload-time = "2026-08-30T15:49:30.72Z" },
+ { url = "https://files.pythonhosted.org/packages/48/23/fcbe234a66966e35928c47b86336f92a7612db4781665f4e5f5fddef9630/ninja-1.13.2-py3-none-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:227cbc3ae3e5e429692388103cae8c09451df086cd2d342dae0795af0d162547", size = 197676, upload-time = "2026-08-30T15:49:32.026Z" },
+ { url = "https://files.pythonhosted.org/packages/24/eb/a6ca97ef0ff7bb8bdcb395ec65a716e65d7c1f40896c3afe0090bb3e1535/ninja-1.13.2-py3-none-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:1684c60d031c54c1d049541b64243c0c567dca5463dbd77682a8901780af293d", size = 187980, upload-time = "2026-08-30T15:49:33.372Z" },
+ { url = "https://files.pythonhosted.org/packages/6e/53/ebfed7b689c338dd8ebeec9c0730c8d56821292f14e2536e5f3ef1a05744/ninja-1.13.2-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:65a24341b5ac09fcadcc37082660be40a94174e51a937fabf6e2cae26225fa2c", size = 183365, upload-time = "2026-08-30T15:49:34.53Z" },
+ { url = "https://files.pythonhosted.org/packages/c7/d6/dcf06d7ab44ade992ae5aa1228feff317684b463a1bd47e8642b30ac922e/ninja-1.13.2-py3-none-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:aa3d2ae5706a2c4d1e93edc951d1c6cbb45107413c404f8fde1741239efbc9a0", size = 155089, upload-time = "2026-08-30T15:49:35.72Z" },
+ { url = "https://files.pythonhosted.org/packages/e1/6b/6513c09c33382b17c05b4349b8e81437b18680d0d7ec6fb8f7edc29adda1/ninja-1.13.2-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:919572cbc3f233261ecd41fe1f3efc9d44aa02464a4588867e06a8b4f6f416ea", size = 152149, upload-time = "2026-08-30T15:49:36.971Z" },
+ { url = "https://files.pythonhosted.org/packages/4d/70/d59fa4261f5ce586f43d8716de1da33d813afc116f0bf9173bf4cdbfdb2a/ninja-1.13.2-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:0e083700470c02ca154a855ae6d692d03564f5064cae52e113896f9ccc078418", size = 525392, upload-time = "2026-08-30T15:49:38.136Z" },
+ { url = "https://files.pythonhosted.org/packages/37/04/c8c2dc5b2f5fee79a1691d490256b178b7e1af97d56769117422ae8a23cc/ninja-1.13.2-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:59d71c3e15b6b6f3d903eb0c27285544e0747ca59925ada7037bb1af781ad4b3", size = 466268, upload-time = "2026-08-30T15:49:39.479Z" },
+ { url = "https://files.pythonhosted.org/packages/f3/6d/fce288647e53e96e0f0929a3c5b23986aae1b7101ea8889a3090237c5d13/ninja-1.13.2-py3-none-musllinux_1_2_i686.whl", hash = "sha256:f90f84affc441e219f15fe52532806c1c9dbd22fb66c3addddce88a3deaabab7", size = 605088, upload-time = "2026-08-30T15:49:40.826Z" },
+ { url = "https://files.pythonhosted.org/packages/10/a2/d8eedd25d0ae80b9e874aea362013e67416877c8f732eb4d5e7c971fdb9c/ninja-1.13.2-py3-none-musllinux_1_2_ppc64le.whl", hash = "sha256:b2f687437fac460b27b7eadc99039b1163016fb4ba7276e2782a192d9f24ee0e", size = 610806, upload-time = "2026-08-30T15:49:42.168Z" },
+ { url = "https://files.pythonhosted.org/packages/14/0f/696d96821fad1b5767fd311c1569dde8881a57412369bfe7b11bcbfde036/ninja-1.13.2-py3-none-musllinux_1_2_riscv64.whl", hash = "sha256:09de9ab04f7352f51570c73fd4913acb1e6c24be0a72cd8b80243d4d3ed04925", size = 533978, upload-time = "2026-08-30T15:49:43.451Z" },
+ { url = "https://files.pythonhosted.org/packages/5d/69/28844ca579156776a202217a7cd66f60d06a0710a935e879bb89ce396ecc/ninja-1.13.2-py3-none-musllinux_1_2_s390x.whl", hash = "sha256:6a87bf42b123abe2f37737300185f0a303a891899da85d73a3613ee80547e578", size = 653822, upload-time = "2026-08-30T15:49:44.724Z" },
+ { url = "https://files.pythonhosted.org/packages/f5/5f/c511f2952f94ab2966d60edd9c34e744ea32f2724b1184b62270bde55b3a/ninja-1.13.2-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:915bd482c4be41c75120fd67a22e0bb3f0fbb3bbc5f95b89787deadd59e27ef2", size = 544460, upload-time = "2026-08-30T15:49:46.29Z" },
+ { url = "https://files.pythonhosted.org/packages/79/e7/fb0e828e89ac77ef77183a0834f17c4108e66088732fed86a3cc3c776a7a/ninja-1.13.2-py3-none-win32.whl", hash = "sha256:792cadbb9decfd1f776d4d0a6930feb46d08302eb57c176bcf26b09de5748e9f", size = 270319, upload-time = "2026-08-30T15:49:47.942Z" },
+ { url = "https://files.pythonhosted.org/packages/3f/dd/3766b5f4d32e8a9b97d195496b0b01fbbe2e1a41669dab0cd6492a6ce199/ninja-1.13.2-py3-none-win_amd64.whl", hash = "sha256:1293f4078278b70d0ee4b6cc8f3a9e030656c9b2f59909970343c4fe76070118", size = 311798, upload-time = "2026-08-30T15:49:49.351Z" },
+ { url = "https://files.pythonhosted.org/packages/b7/8d/59a31fa508070d042571d9d226b541a21000756817313f397da22287ad34/ninja-1.13.2-py3-none-win_arm64.whl", hash = "sha256:1db9852e528efa7702f5123969f86678663e46d57ff28ab13f5fd84d64a85fb1", size = 290620, upload-time = "2026-08-30T15:49:50.639Z" },
+]
+
+[[package]]
name = "nodeenv"
version = "1.10.0"
source = { registry = "https://pypi.org/simple" }
@@ -865,6 +1097,22 @@ wheels = [
]
[[package]]
+name = "optimum-quanto"
+version = "0.2.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "huggingface-hub" },
+ { name = "ninja" },
+ { name = "numpy" },
+ { name = "safetensors" },
+ { name = "torch" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3e/df/03ae85090b33d81f06b4dd7a43b16cef6ee5f1d36d8fdcce864964895c70/optimum_quanto-0.2.7.tar.gz", hash = "sha256:91b5c2dc8a9100297dc7924a93747fb77ab010784b5e1f6d0208976ba054dade", size = 361601, upload-time = "2025-03-06T08:07:51.578Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/8d/33/4ad914b0ae7e46296fe00d76d084be351fef69816b3498ed32a178471c8a/optimum_quanto-0.2.7-py3-none-any.whl", hash = "sha256:1369b1d9a4a197f88c0d1c67e8d950694e5b86ce4c9f3878e178d5be35339f61", size = 165285, upload-time = "2025-03-06T08:07:32.913Z" },
+]
+
+[[package]]
name = "packaging"
version = "26.3"
source = { registry = "https://pypi.org/simple" }
@@ -874,6 +1122,15 @@ wheels = [
]
[[package]]
+name = "parso"
+version = "0.8.7"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/30/4b/90c937815137d43ce71ba043cd3566221e9df6b9c805f24b5d138c9d40a7/parso-0.8.7.tar.gz", hash = "sha256:eaaac4c9fdd5e9e8852dc778d2d7405897ec510f2a298071453e5e3a07914bb1", size = 401824, upload-time = "2026-05-01T23:13:02.138Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/99/5d/8268b644392ee874ee82a635cd0df1773de230bde356c38de28e298392cc/parso-0.8.7-py2.py3-none-any.whl", hash = "sha256:a8926eb2a1b915486941fdbd31e86a4baf88fe8c210f25f2f35ecec5b574ca1c", size = 107025, upload-time = "2026-05-01T23:12:58.867Z" },
+]
+
+[[package]]
name = "peft"
version = "0.20.0"
source = { registry = "https://pypi.org/simple" }
@@ -895,6 +1152,18 @@ wheels = [
]
[[package]]
+name = "pexpect"
+version = "4.9.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "ptyprocess" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/42/92/cc564bf6381ff43ce1f4d06852fc19a2f11d180f23dc32d9588bee2f149d/pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f", size = 166450, upload-time = "2023-11-25T09:07:26.339Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523", size = 63772, upload-time = "2023-11-25T06:56:14.81Z" },
+]
+
+[[package]]
name = "pillow"
version = "12.3.0"
source = { registry = "https://pypi.org/simple" }
@@ -917,6 +1186,15 @@ wheels = [
]
[[package]]
+name = "platformdirs"
+version = "4.11.8"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/53/18/f3bb8ef0d3b930692343da8aa4d3cbcd6749477c053959395ac81965a6e9/platformdirs-4.11.8.tar.gz", hash = "sha256:f23abafea7dd4276d1f29104b83598d7dcc567cafd07c9c951e66665645437fc", size = 37182, upload-time = "2026-09-08T22:20:42.866Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/f4/e1/5b7b8bbb55084d1425bcb9bc823ff519e1b2be05f6ebb0089e2eacc38413/platformdirs-4.11.8-py3-none-any.whl", hash = "sha256:52f2f181bbfde907966932cc8312d967d02976422d66d537ea16092b8e291081", size = 24027, upload-time = "2026-09-08T22:20:41.537Z" },
+]
+
+[[package]]
name = "pluggy"
version = "1.6.0"
source = { registry = "https://pypi.org/simple" }
@@ -926,6 +1204,33 @@ wheels = [
]
[[package]]
+name = "prompt-toolkit"
+version = "3.0.53"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "wcwidth" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/7d/ea/39b988c938f75cb75d7045b5c69f8bfed47ee2152c8837fb403de29d6fb8/prompt_toolkit-3.0.53.tar.gz", hash = "sha256:9ec8a0ad96d5c56148b3f914aa79c1564c3fde5d2e6b876e7bc327e353cf8fa6", size = 435492, upload-time = "2026-07-26T20:56:14.758Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/54/6f/84908cad2d6aa5144abcf7b42709fe4fdb459bc640ec7ac5786e7693dabc/prompt_toolkit-3.0.53-py3-none-any.whl", hash = "sha256:01c0891d7f9237d5e339f7d3e42cdae80b7534abb1c7c0e3352efba6231492f2", size = 392288, upload-time = "2026-07-26T20:56:12.512Z" },
+]
+
+[[package]]
+name = "protobuf"
+version = "7.36.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/86/73/f66c748df06e7fe24e658eddd600d19c4b40bad836c97ce2d0ad9851fb6b/protobuf-7.36.1.tar.gz", hash = "sha256:d0f6470f0ce2b84e3feaea2d4b816378b37ba4d4aa08a274305373de93e2d524", size = 512499, upload-time = "2026-08-31T22:40:04.667Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/f7/6c/3a54a58f2948b0f485df9ecdd06590f15d0a7abf46a89d50c3de709ff4ff/protobuf-7.36.1-cp310-abi3-macosx_10_9_universal2.whl", hash = "sha256:3cf2ee25d006cee57294a1196ea43b37feb78e0dcd1e8af5c1aeddb777655aca", size = 456046, upload-time = "2026-08-31T22:39:56.865Z" },
+ { url = "https://files.pythonhosted.org/packages/6e/08/9f9548793c771095245c0eeaf0c84b76b16a5ef26158043d456f551344a0/protobuf-7.36.1-cp310-abi3-manylinux2014_aarch64.whl", hash = "sha256:43d3d37b1eb24c113b9b7d02008cac44e423f00b611b7781ae998d7623972969", size = 344226, upload-time = "2026-08-31T22:39:58.263Z" },
+ { url = "https://files.pythonhosted.org/packages/fe/51/1bdbd612fa3c51e42ea6f45d05e84dc748ddcd2663e1aa1e89a00a33facd/protobuf-7.36.1-cp310-abi3-manylinux2014_s390x.whl", hash = "sha256:39c518c05586c016d7874ff6079ee115bcec1ea5fbb1d177fbf7867ef4c67e44", size = 357229, upload-time = "2026-08-31T22:39:59.198Z" },
+ { url = "https://files.pythonhosted.org/packages/22/df/c799fe7a05ef16ba853a59db01f3a2c5f7d0676469589ccc4874f76a2a88/protobuf-7.36.1-cp310-abi3-manylinux2014_x86_64.whl", hash = "sha256:97198b77e369a0abd8e262b8f6c7266c55ddb796a3a12c76d7b8881188ed83aa", size = 343228, upload-time = "2026-08-31T22:40:00.179Z" },
+ { url = "https://files.pythonhosted.org/packages/3d/33/d4724ec5d86d496fe4108e220618aa0837ad3423a7af7ccdd9684ccc77c8/protobuf-7.36.1-cp310-abi3-win32.whl", hash = "sha256:0b53ce95272aad50ad25d7ff03373743209822e8ba42ea7fad27d2bee1547d00", size = 443002, upload-time = "2026-08-31T22:40:01.32Z" },
+ { url = "https://files.pythonhosted.org/packages/db/37/155788a0d8daded960375af604202805308169f9b859419ea0aa370946e2/protobuf-7.36.1-cp310-abi3-win_amd64.whl", hash = "sha256:51139351435d9b43d88a55eaa49fb6f737fbb478fb0cbf2cf694d1a04a9d3363", size = 456518, upload-time = "2026-08-31T22:40:02.494Z" },
+ { url = "https://files.pythonhosted.org/packages/39/ca/c47f91d3cab175b01fd8c4f0d80fdf8613be876cc616e66ad281a59c5ddf/protobuf-7.36.1-py3-none-any.whl", hash = "sha256:7d951e46b3f963d6c264c367c437921de9d5aedd9c3f9612b9077736b4e3ad5c", size = 179813, upload-time = "2026-08-31T22:40:03.54Z" },
+]
+
+[[package]]
name = "psutil"
version = "7.2.2"
source = { registry = "https://pypi.org/simple" }
@@ -942,6 +1247,24 @@ wheels = [
]
[[package]]
+name = "ptyprocess"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/20/e5/16ff212c1e452235a90aeb09066144d0c5a6a8c0834397e03f5224495c4e/ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220", size = 70762, upload-time = "2020-12-28T15:15:30.155Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35", size = 13993, upload-time = "2020-12-28T15:15:28.35Z" },
+]
+
+[[package]]
+name = "pure-eval"
+version = "0.2.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/da/9f/abfd2959e9261dd5217ca8551d4de211ca6ab26fe9b72cf44731ff6c4442/pure_eval-0.2.4.tar.gz", hash = "sha256:260c2774686e651b79f8b8e7fc9d80b3599ea6a66334b47d5f4abb69fc2c0ea1", size = 20563, upload-time = "2026-09-10T21:41:22.836Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/6d/18/83376915176eb058cb86470eb7396388a13350b09a8f233a79303bbcbc5b/pure_eval-0.2.4-py3-none-any.whl", hash = "sha256:96cae060a313cfaad51bb761278bfb0e62dc0248d9315a81173752dc546cd37a", size = 11893, upload-time = "2026-09-10T21:41:21.532Z" },
+]
+
+[[package]]
name = "pycparser"
version = "3.0"
source = { registry = "https://pypi.org/simple" }
@@ -1069,6 +1392,18 @@ wheels = [
]
[[package]]
+name = "python-dateutil"
+version = "2.9.0.post0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "six" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/66/c0/0c8b6ad9f17a802ee498c46e004a0eb49bc148f2fd230864601a86dcf6db/python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3", size = 342432, upload-time = "2024-03-01T18:36:20.211Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892, upload-time = "2024-03-01T18:36:18.57Z" },
+]
+
+[[package]]
name = "python-multipart"
version = "0.0.32"
source = { registry = "https://pypi.org/simple" }
@@ -1105,6 +1440,44 @@ wheels = [
]
[[package]]
+name = "pyzmq"
+version = "27.2.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "cffi", marker = "implementation_name == 'pypy'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/e7/8d/5b3d5631c2f4b4b8862f64cd0c9eb777b5710eeb5125b4be8dd0a200a4c0/pyzmq-27.2.0.tar.gz", hash = "sha256:54d4259d1bfae24ecdb5ca79f7acc2eac6c286a02d6a0ae617797cb45f0726d3", size = 292316, upload-time = "2026-08-20T19:08:21.19Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/1d/2e/8897afa4538707d86645f51cc50e66b2b84900edb1be9dc9af2c2fc04e5d/pyzmq-27.2.0-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:9216132843d139a123f243c07fe70f7487dce5041093dd77040f9adb5dc91872", size = 1457109, upload-time = "2026-08-20T19:06:26.022Z" },
+ { url = "https://files.pythonhosted.org/packages/d1/bc/dbce7bc1654fa25b1e68b9bad9e547906f581ce919c186a88ed951cb794c/pyzmq-27.2.0-cp311-cp311-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:d41ebb260b69329b7d4a2936d44c872c86dd785355b51366c8b14e07ed7e9373", size = 985701, upload-time = "2026-08-20T19:06:27.481Z" },
+ { url = "https://files.pythonhosted.org/packages/95/cf/6981738b57c83fef33f356141ad83bf51e92f2f70c9d5767affd1a699f07/pyzmq-27.2.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:468139ddb2e494d06e586bd3a6835077e8b3764560c8db552fe685c5867fc24e", size = 714285, upload-time = "2026-08-20T19:06:28.962Z" },
+ { url = "https://files.pythonhosted.org/packages/50/b5/13657961a845e29c28a4e7ac4202999ec90b3bba1890a5469ce2ae90359d/pyzmq-27.2.0-cp311-cp311-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:39755dc4a923021bd0677990ffdbc21cff0e1ee1cf07fe3817acea153ef4cb67", size = 888465, upload-time = "2026-08-20T19:06:30.4Z" },
+ { url = "https://files.pythonhosted.org/packages/58/5a/ca7ee7a767413d4ba858e93748b95e30b35b8c139849fba94de4433ea2e5/pyzmq-27.2.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:714f8cbd66c7e405338d668f79d2fe83fe923defe348e843be998603cf92eeff", size = 1705731, upload-time = "2026-08-20T19:06:31.819Z" },
+ { url = "https://files.pythonhosted.org/packages/0b/8b/083f6184e4eba566c9a3cc9974b1b0fe327b7093788135ba8133edaa67a6/pyzmq-27.2.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:1132805970045adb9f5f05dd57040978286a8e21a5475f2c2ddf1bc983b9a2c7", size = 2074243, upload-time = "2026-08-20T19:06:33.36Z" },
+ { url = "https://files.pythonhosted.org/packages/57/f5/249362b664ae725d534c8843214fa9fd7fccd74532a19e24603954a88a7d/pyzmq-27.2.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:b26f2d0493b79ce3c3112c8a12649418915582ba4707b8ed9f44febf2be71f42", size = 1926859, upload-time = "2026-08-20T19:06:34.796Z" },
+ { url = "https://files.pythonhosted.org/packages/bf/cc/23c613c15f06d879f13364d14c17e5e4e8304049411e96c1410e6e56c3ea/pyzmq-27.2.0-cp311-cp311-win32.whl", hash = "sha256:44f261eca7dfb9904ea2b56428f59ab693bbe2715c0413a701f17b067ebf877c", size = 570747, upload-time = "2026-08-20T19:06:36.337Z" },
+ { url = "https://files.pythonhosted.org/packages/dc/bc/bbbcf89003c93f18e33665c26e3c48d75e3915c3dd22887f3a7aea2c5e26/pyzmq-27.2.0-cp311-cp311-win_amd64.whl", hash = "sha256:8b86e04f55af0f4d8cd8ecf14c0b8b81ebc8fd66fa20126b753514628ecadc7e", size = 644845, upload-time = "2026-08-20T19:06:37.711Z" },
+ { url = "https://files.pythonhosted.org/packages/14/c5/4635d0ba2b8493edf6d5541fff0b07fa1d986fdfc29c596a53a21e20f9af/pyzmq-27.2.0-cp311-cp311-win_arm64.whl", hash = "sha256:917d601e9540098f580d2723d0ce6402cdb6f02bc8dc2de74e0dca6e13bffd1b", size = 567495, upload-time = "2026-08-20T19:06:39.246Z" },
+ { url = "https://files.pythonhosted.org/packages/57/8a/153532fa53db30e116118164f3af269a1f3966b3e2ba32c89b12fe864bd8/pyzmq-27.2.0-cp312-abi3-macosx_10_15_universal2.whl", hash = "sha256:591c8de5851c5ea372194469fe97587b97c3b641e9a70f31bb3474acbfde0241", size = 1431074, upload-time = "2026-08-20T19:06:40.601Z" },
+ { url = "https://files.pythonhosted.org/packages/c8/ef/c08b91248bb90a9efa81fa00ba81b69c157c74d0c5efbb2c319d91babb62/pyzmq-27.2.0-cp312-abi3-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:00e73942ef12cecbc7951c4a9104bb8ffaed742abb13af2da6833d90dd368cef", size = 973915, upload-time = "2026-08-20T19:06:42.037Z" },
+ { url = "https://files.pythonhosted.org/packages/b4/78/a3a3a86c2b00fadb92ece1ca4f8f028d62b2ce9ac3526097239ab2d6fba9/pyzmq-27.2.0-cp312-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1f8079d0521fe94bbb401fe9407578b28f3701627c8be2c9f7e0c5b77dcb0109", size = 697722, upload-time = "2026-08-20T19:06:43.325Z" },
+ { url = "https://files.pythonhosted.org/packages/62/2c/d5828306f795e8d34676d266823b74e2101e0ad3760d12083de3e02abbb2/pyzmq-27.2.0-cp312-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:dea74fd65f1fc5f7fe167916a473ebe6ed6174e5e5d9de11ea6583661be6cf43", size = 872258, upload-time = "2026-08-20T19:06:44.627Z" },
+ { url = "https://files.pythonhosted.org/packages/09/52/51253b78fd8739293e283407eeecb14215c02c71b6519af21f6eed8e69cd/pyzmq-27.2.0-cp312-abi3-manylinux_2_38_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:dcc99ca132b667a4ed750afd42db4ea73288f18425a9b2e3c0af095665c491f5", size = 739591, upload-time = "2026-08-20T19:06:46.214Z" },
+ { url = "https://files.pythonhosted.org/packages/e6/3e/142c85b67a4c9678629b0cf6d5125b29663d75be69bfaa57a3cac344d780/pyzmq-27.2.0-cp312-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:b8d5f66e4a8246cf77f7b8f7902af64f00553368fa0373c89d99b78f0ad79394", size = 1689031, upload-time = "2026-08-20T19:06:47.612Z" },
+ { url = "https://files.pythonhosted.org/packages/0e/ee/0776fb0f98ed1eb74d77240087fef0ab045b6ad15cb09555c6c5134c98ad/pyzmq-27.2.0-cp312-abi3-musllinux_1_2_i686.whl", hash = "sha256:d1526b42a2e725b84ed226f37becedc250c6347594e5ed304e4e9aff68c9aec3", size = 2059547, upload-time = "2026-08-20T19:06:49.064Z" },
+ { url = "https://files.pythonhosted.org/packages/aa/0e/ec77f691a4aebe29ab6329f996fb0e0270c876a3016086e3ca6ef733bcae/pyzmq-27.2.0-cp312-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:f707bcf2c1d007d14d70531d4dd7b41060881c73efa845580bf6faaf9ea24d42", size = 1910457, upload-time = "2026-08-20T19:06:50.783Z" },
+ { url = "https://files.pythonhosted.org/packages/30/97/1f5530ff4fc271b4597048371d5af972c2baab51be132ba15874e0327a6a/pyzmq-27.2.0-cp312-abi3-win32.whl", hash = "sha256:fdaaa4ea3242f6ad298eb5177eb042aea5c73c30e76d20caee7b15af20d24ec2", size = 563450, upload-time = "2026-08-20T19:06:52.307Z" },
+ { url = "https://files.pythonhosted.org/packages/02/8b/b83f7780dad22e0878e4c7bd9158ebd24ed12bc3d5e3a471cd0576f77ded/pyzmq-27.2.0-cp312-abi3-win_amd64.whl", hash = "sha256:2c218c6ab8bc447ba62054b581fd30209689d199c6ecb253f79615ca74a38e12", size = 628633, upload-time = "2026-08-20T19:06:53.809Z" },
+ { url = "https://files.pythonhosted.org/packages/52/aa/3918b5ac7f9987bd9c421b065074fd7409ded88f856f2c704a24341877ec/pyzmq-27.2.0-cp312-abi3-win_arm64.whl", hash = "sha256:348d6fd3e4b81ae4580622ea8c2ea60224e84b2ac1b3be4482e6edc7de06e7a3", size = 556006, upload-time = "2026-08-20T19:06:55.242Z" },
+ { url = "https://files.pythonhosted.org/packages/93/22/7187a1f0bf2b8bf8dc6b91762438fb9b472f684f2dc4cb74a24bf8957943/pyzmq-27.2.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:a7c1144dc61777938e932a2c9011b980b89fd8ff3733033b34c44c299187a6e1", size = 875015, upload-time = "2026-08-20T19:08:01.692Z" },
+ { url = "https://files.pythonhosted.org/packages/92/71/09b71620ad52bad4eb68b1516978ecaf52ef623c3fa16e0732a03cf3274c/pyzmq-27.2.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:c218b816220d05acf6ab1bafca58926d95cbcc5fec5024724666030466308f0c", size = 774395, upload-time = "2026-08-20T19:08:03.108Z" },
+ { url = "https://files.pythonhosted.org/packages/9c/cf/5c8eb9994a14ff5ee5b0cada339421748746c95aee0280c8b656741e8749/pyzmq-27.2.0-pp311-pypy311_pp73-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:ae6ebbc0bfe5a21ce21e32ba567bf73df2d93888109c65acbd42506cf9395759", size = 877994, upload-time = "2026-08-20T19:08:04.724Z" },
+ { url = "https://files.pythonhosted.org/packages/97/64/e22094c5555e550b6450ecfcceb6a1205d893d9a18ae27764c8c45acfb16/pyzmq-27.2.0-pp311-pypy311_pp73-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:679b5b1dde326a921ea2c9ec1f9ea3115bfe1b4735779bbc6eb0473a0ed93f71", size = 614492, upload-time = "2026-08-20T19:08:06.487Z" },
+ { url = "https://files.pythonhosted.org/packages/d2/28/5b1042899caed18278c56d54a502f5254d463afe8aea1acbecc98e053391/pyzmq-27.2.0-pp311-pypy311_pp73-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f5c6d8744d10b5e1eadd90a7c58f8546acf6bf680ee463f7e6ada09ad6c9f802", size = 780574, upload-time = "2026-08-20T19:08:07.987Z" },
+ { url = "https://files.pythonhosted.org/packages/77/a3/f134603a671c114c6b56eb912bba890f09e2d43b8a28d243be5a5507cf2f/pyzmq-27.2.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:3ee8dd7031d5e23f632e0e7eee67183ca7d2536e0de35dc1e5d69f3471a791e8", size = 553961, upload-time = "2026-08-20T19:08:09.651Z" },
+]
+
+[[package]]
name = "referencing"
version = "0.37.0"
source = { registry = "https://pypi.org/simple" }
@@ -1289,6 +1662,42 @@ wheels = [
]
[[package]]
+name = "sd-embed"
+version = "1.240829.1"
+source = { git = "https://github.com/xhinker/sd_embed.git?rev=4a47f71150a22942fa606fb741a1c971d95ba56f#4a47f71150a22942fa606fb741a1c971d95ba56f" }
+dependencies = [
+ { name = "accelerate" },
+ { name = "diffusers" },
+ { name = "ipykernel" },
+ { name = "ipywidgets" },
+ { name = "lark" },
+ { name = "optimum-quanto" },
+ { name = "peft" },
+ { name = "protobuf" },
+ { name = "safetensors" },
+ { name = "sentencepiece" },
+ { name = "torch" },
+ { name = "torchaudio" },
+ { name = "torchvision" },
+ { name = "transformers" },
+]
+
+[[package]]
+name = "sentencepiece"
+version = "0.2.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/cc/33/ea3cb3839607eb175da835244a798f797f478c5ddf0e8ecdf57ea85a4c70/sentencepiece-0.2.2.tar.gz", hash = "sha256:3d2b5e824b5622038dc7b490897efe05ebbbb9e7350fc142f3ecc8789ef9bdf6", size = 8218435, upload-time = "2026-07-12T08:39:34.701Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/20/31/f23a2efaa0210b883574001b88fa64e499f798f0848a0b610fb9b384d162/sentencepiece-0.2.2-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:69e9dc8078e128286ed3b975e37c837ba96e215a50c3ef9f3f8b7ab9e5a832a0", size = 2184255, upload-time = "2026-07-12T08:38:14.855Z" },
+ { url = "https://files.pythonhosted.org/packages/96/f2/1ee0ccb772d71e822f625d6cb5f0ea825835e877f28a9ef299a1291df19e/sentencepiece-0.2.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6dd76f3e5c8b2eb8a3a3efee787bbf5b9a66e52a048fe09cab85eca33fec6790", size = 1438545, upload-time = "2026-07-12T08:38:16.674Z" },
+ { url = "https://files.pythonhosted.org/packages/2a/92/3a6ea4a2c6dd9e7062698a5a33534ca0e20844883338ae9c6b9c122c1a9f/sentencepiece-0.2.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:443ac618c7a2a1377cf5c82581fbb849591d14e656d5e5a3e4682d4e36a34e4e", size = 1346997, upload-time = "2026-07-12T08:38:18.499Z" },
+ { url = "https://files.pythonhosted.org/packages/f3/3a/7839048997c7bc0c34c57526f539f835e20c7a57dc2a99f99579b11cdbef/sentencepiece-0.2.2-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0e2aae42960392d6dcb9a72d8e1e65a97294c965071b43c7b3429a42f350250e", size = 1324282, upload-time = "2026-07-12T08:38:20.342Z" },
+ { url = "https://files.pythonhosted.org/packages/06/5f/9117bf854aef817ad0d0ee9310eed0308a7e529e7eaf2e80ad9cd281ef82/sentencepiece-0.2.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1416b92f2f010333786fe6306ed2631121d5ea492219b0841e967b6765e64107", size = 1394242, upload-time = "2026-07-12T08:38:22.976Z" },
+ { url = "https://files.pythonhosted.org/packages/ab/62/9e2569867e3dcff7ad6d89642a9615b9801b5cd698abe7df3b490361f66e/sentencepiece-0.2.2-cp311-cp311-win_amd64.whl", hash = "sha256:70d4ca6f4d06df7f0ccab6fe4f49c8a712c8c8b6847b4f0af9a0e1dbb0e0337e", size = 1246268, upload-time = "2026-07-12T08:38:24.857Z" },
+ { url = "https://files.pythonhosted.org/packages/96/c9/5d781d4ef1124564a45c98b9ff25d531c10cdf568ec6314a2d1946f9251c/sentencepiece-0.2.2-cp311-cp311-win_arm64.whl", hash = "sha256:252908153eeec06c3ca3a32077e64a49d572e3d89881475b4e0f02d99d9fcc7c", size = 1190702, upload-time = "2026-07-12T08:38:26.789Z" },
+]
+
+[[package]]
name = "setuptools"
version = "84.0.0"
source = { registry = "https://pypi.org/simple" }
@@ -1298,6 +1707,15 @@ wheels = [
]
[[package]]
+name = "six"
+version = "1.17.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/94/e7/b2c673351809dca68a0e064b6af791aa332cf192da575fd474ed7d6f16a2/six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81", size = 34031, upload-time = "2024-12-04T17:35:28.174Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" },
+]
+
+[[package]]
name = "sse-starlette"
version = "3.4.11"
source = { registry = "https://pypi.org/simple" }
@@ -1311,6 +1729,20 @@ wheels = [
]
[[package]]
+name = "stack-data"
+version = "0.6.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "asttokens" },
+ { name = "executing" },
+ { name = "pure-eval" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/28/e3/55dcc2cfbc3ca9c29519eb6884dd1415ecb53b0e934862d3559ddcb7e20b/stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9", size = 44707, upload-time = "2023-09-30T13:58:05.479Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695", size = 24521, upload-time = "2023-09-30T13:58:03.53Z" },
+]
+
+[[package]]
name = "starlette"
version = "1.6.0"
source = { registry = "https://pypi.org/simple" }
@@ -1416,6 +1848,17 @@ wheels = [
]
[[package]]
+name = "torchaudio"
+version = "2.11.0"
+source = { registry = "https://pypi.org/simple" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/94/77/0eec7f175d88f312296bd5b11c23bd58da37c1021f53da3db4df449ce3ee/torchaudio-2.11.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:492dd64645e9d0bb843e94f1d9a4d1e31426262ffc594fafecc1697df9df5eb9", size = 684142, upload-time = "2026-03-23T18:13:36.805Z" },
+ { url = "https://files.pythonhosted.org/packages/b3/f9/6f7ebe071b44592c85269762b55b63ab0a091b5f479f73544738f7564a1e/torchaudio-2.11.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:73dab4841f94d888bc7c2aed7b5547c643edc974306919fe1adfb65d57cccf4b", size = 1626527, upload-time = "2026-03-23T18:13:39.011Z" },
+ { url = "https://files.pythonhosted.org/packages/ac/70/17408e0d154d0c894537a88dcbadc48e8ad3b6e1ef4a1dabda5d40245ee0/torchaudio-2.11.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:1a07ec72fd6f26a588c39b5f029e0130d16bb40bc4221635580bf8fb18fcbc80", size = 1771930, upload-time = "2026-03-23T18:13:37.963Z" },
+ { url = "https://files.pythonhosted.org/packages/c9/75/b6d03fc75b409bdaec597274d1bdd4213db716ed16f6801386b31d59c551/torchaudio-2.11.0-cp311-cp311-win_amd64.whl", hash = "sha256:bb59ba4452bbbe95d75ad3ef18df9824955625f36698ce9a5998a4a9f3c1ba1d", size = 328658, upload-time = "2026-03-23T18:13:44.545Z" },
+]
+
+[[package]]
name = "torchvision"
version = "0.29.0+cu132"
source = { registry = "https://download.pytorch.org/whl/cu132" }
@@ -1431,6 +1874,23 @@ wheels = [
]
[[package]]
+name = "tornado"
+version = "6.5.8"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/10/d3/343e5bb989d6515b1646cf3d40135d73f3d5e45339bded401b56cdac24dd/tornado-6.5.8.tar.gz", hash = "sha256:9452e1b208a8bd771e2cb1f2ff564985b9b214bdebbe622793e1799e0a6bd23f", size = 520493, upload-time = "2026-08-07T02:12:42.971Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/f2/d5/007086fd8df5489338e204f65adce33fd4f21a4999dbb2b9cff2f897b5f4/tornado-6.5.8-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:cc6aa787d7cfab7c3d35189dc7a56fbd2399a569624c730c6b55b3d6531d0403", size = 449487, upload-time = "2026-08-07T02:12:28.682Z" },
+ { url = "https://files.pythonhosted.org/packages/70/c8/5a24a99495903f594f6a199dd7beead1cbc0a13e2cb9102727bcaaf2a997/tornado-6.5.8-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:9715b5eb79735b2bcd454ce216a9275b7c0470e64ea1bf5742f78b2f72b26eeb", size = 447649, upload-time = "2026-08-07T02:12:30.306Z" },
+ { url = "https://files.pythonhosted.org/packages/6e/de/f2e733f386b85962d1b1dc82cd63d169b5b4580062b35397eac9244a41fe/tornado-6.5.8-cp39-abi3-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:547d63f450d570c14fe0e8db2cfb14c9bbd1c2503b4a6612586267955aa47b58", size = 450707, upload-time = "2026-08-07T02:12:31.95Z" },
+ { url = "https://files.pythonhosted.org/packages/0b/94/20efeee9a01c141e9ac47c397f81679dfda24b32768fc4fff24e76d36c2c/tornado-6.5.8-cp39-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7e2360a0ffbe145eca8af0b19cb7203d79b1a98dd4cccdd6b368f6f49c2e3808", size = 451677, upload-time = "2026-08-07T02:12:33.512Z" },
+ { url = "https://files.pythonhosted.org/packages/42/ec/a96ccb8ccf0de2b7bc2c5fa1608a4803735018242e90c4882365a9fd418f/tornado-6.5.8-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:5d242290bdf7ab3151bc1065fdd75c0dcc21cbc7b49f22a4c56329c2d6566d22", size = 451510, upload-time = "2026-08-07T02:12:35.346Z" },
+ { url = "https://files.pythonhosted.org/packages/29/b5/93185859245ad3f00e62175f29607346788b696369347f0146e0421286bb/tornado-6.5.8-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:7b94ff0e128fe0542f3bd331fb44d06260fc4ac16881545159f34ef08aad4195", size = 450917, upload-time = "2026-08-07T02:12:36.963Z" },
+ { url = "https://files.pythonhosted.org/packages/97/cf/fe33cf062834487d34d1559746a4a12521033c22645b6d74d4bca702e018/tornado-6.5.8-cp39-abi3-win32.whl", hash = "sha256:67832909c4779c64942380cb5f044a5c6163d00831472d80e25e115de9917836", size = 451952, upload-time = "2026-08-07T02:12:38.512Z" },
+ { url = "https://files.pythonhosted.org/packages/cb/e1/468ad54333e92ccb62627e62cb88e5fc14a2171daa67ed47b1b8542d5b86/tornado-6.5.8-cp39-abi3-win_amd64.whl", hash = "sha256:11881db6b7c168494be2c2d12e65931451bdf7ee718535418ae1d8855dd5a0ee", size = 452391, upload-time = "2026-08-07T02:12:39.971Z" },
+ { url = "https://files.pythonhosted.org/packages/ad/3e/cd5e4f06e34cde33b8ef66cf36aa2b5ad46354cc1af7d2136bbe365fee1d/tornado-6.5.8-cp39-abi3-win_arm64.whl", hash = "sha256:68a7468c7e289f8514d7d664101753903217eff1bb6822c6b5994a0b5f5bcb26", size = 451411, upload-time = "2026-08-07T02:12:41.469Z" },
+]
+
+[[package]]
name = "tqdm"
version = "4.70.1"
source = { registry = "https://pypi.org/simple" }
@@ -1443,6 +1903,15 @@ wheels = [
]
[[package]]
+name = "traitlets"
+version = "5.16.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/2c/2e/a7fbfe268c8a3b32546930c0297c101d65a4a14c304ad5790a9f478f0e4e/traitlets-5.16.1.tar.gz", hash = "sha256:ed900c2b631aa3a112811139fa97b8d2c3bad5e989656bba4b7e52c7852c18c1", size = 166137, upload-time = "2026-08-03T08:32:36.848Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/ad/66/0d785f0bc5e4315a96c989bb476d0fc07ea4f85132550c7b156ca2035d52/traitlets-5.16.1-py3-none-any.whl", hash = "sha256:f775618166caa0396c8e337099240f2bd3e5e917d203b2e6fbe21a58d3cb1f6b", size = 86211, upload-time = "2026-08-03T08:32:34.48Z" },
+]
+
+[[package]]
name = "transformers"
version = "4.57.6"
source = { registry = "https://pypi.org/simple" }
@@ -1525,6 +1994,24 @@ wheels = [
]
[[package]]
+name = "wcwidth"
+version = "0.8.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/36/57/ed58088fafdf4c55a0ad6bde846502567645424d7ebf325230b9237f4085/wcwidth-0.8.3.tar.gz", hash = "sha256:d128512515fbf4612e0ff21fd6380399210318b7b54a9af59dff8454cf9730eb", size = 1458450, upload-time = "2026-08-28T18:10:06.875Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/c4/0e/57f6bb3024a597b2e8ec4aee710ffe62ddc95af2e2bb1ee7a7abdc22c68c/wcwidth-0.8.3-py3-none-any.whl", hash = "sha256:d5b73dba6158a595ec9370350e7f2637bcac8d6c5e4fde34f30fcffb6103a5e4", size = 331669, upload-time = "2026-08-28T18:10:04.909Z" },
+]
+
+[[package]]
+name = "widgetsnbextension"
+version = "4.0.16"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/bf/60/bc7a980fc78837d6ef8f5940cca4cadc433364503a4c4d42e2a7a0de3231/widgetsnbextension-4.0.16.tar.gz", hash = "sha256:adeea0ae78f0856ee4945f413299801b82a0a01416303301f39a704282a37b73", size = 1111094, upload-time = "2026-08-18T08:52:55.859Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/34/95/40e17e20046b7bc820d29d09ae84ec157ec8dd6e6f6cd722626292c31b2e/widgetsnbextension-4.0.16-py3-none-any.whl", hash = "sha256:a31a8774885b96fe825462f5d6496166f0c7cae111195b6465c801d230eb5a4e", size = 2225148, upload-time = "2026-08-18T08:52:53.736Z" },
+]
+
+[[package]]
name = "zipp"
version = "4.1.0"
source = { registry = "https://pypi.org/simple" }
generated by cgit v1.2.3 (git 2.39.1) at 2026-10-19 14:26:45 +0000