ci: add publishable check workflow

.github/workflows/ci.yml

@@ -0,0 +1,17 @@
+name: ci
+
+on:
+  push:
+  pull_request:
+
+jobs:
+  check:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: astral-sh/setup-uv@v6
+      - uses: extractions/setup-just@v2
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+      - run: just check

.gitignore

@@ -8,6 +8,9 @@ __pycache__/
 *.sqlite3
 *.log
 *.bak
+build/
+dist/
+*.egg-info/
 logs/
 outputs/
 tests/_artifacts/

README.md

@@ -2,24 +2,7 @@
 
 A hackable, single-file-per-variant LoRA library built on PyTorch forward hooks.
 
-<!-- Human this is too long! should be into, code, procedure to get started. why, what is it, an example of a hackable adapter, then minimal features, how to install and use, and links/citation -->
+The goal is not to be PEFT-compatible. The goal is to make adapter ideas easy to read, edit, test, and throw away.
-
-- ~600 LoC total
-- One file per variant, ~50 LoC each
-- No module replacement, no merge/unmerge, no PEFT config soup
-- Save = `torch.save({cfg, state_dict_filtered_by_'lora_'})`
-- LoRA/DeLoRA forward hooks work with `nn.Linear` and bnb-style `Linear{4bit,8bitLt}` modules that expose `in_features`, `out_features`, and `weight`.
-- PiSSA is fp-only in v1 because it mutates `weight` into `W_res`; quantized PiSSA needs explicit dequantize/requantize.
-
-Currently shipped variants:
-
-| Variant | Class | File |
-|---|---|---|
-| LoRA | A (additive) | [src/lora_lite/variants/lora.py](src/lora_lite/variants/lora.py) |
-| PiSSA ([Meng+ 2024](https://arxiv.org/abs/2404.02948)) | A + B (special init mutates W) | [src/lora_lite/variants/pissa.py](src/lora_lite/variants/pissa.py) |
-| DeLoRA ([Bini+ 2025](https://arxiv.org/abs/2503.18225)) | A (additive, normalised) | [src/lora_lite/variants/delora.py](src/lora_lite/variants/delora.py) |
-
-See [docs/spec/20260426_lora_lite_plan.md](docs/spec/20260426_lora_lite_plan.md) for goals, status, TODOs, and the current design plan. The original broader design was stress-tested against the [adapters_as_hypotheses](https://github.com/wassname/adapters_as_hypotheses) catalog (~26/27 variants covered with 3 small API tweaks).
 
 ## Install
 
@@ -34,25 +17,55 @@ import torch, lora_lite as ll
 
 model = MyTransformer()  # any nn.Module containing linear-like children
 cfg = ll.LoraLiteConfig(variant="lora", r=8, alpha=16, dtype=torch.bfloat16)
-handles = ll.attach(model, cfg)
+ll.attach(model, cfg)
 
-# train
+opt = torch.optim.AdamW([p for p in model.parameters() if p.requires_grad], lr=1e-4)
-trainable = [p for p in model.parameters() if p.requires_grad]
+# train...
-opt = torch.optim.AdamW(trainable, lr=1e-4)
-# ... your loop ...
 
 ll.save(model, "adapter.pt")
 ll.detach(model)
-# later:
 ll.load(model, "adapter.pt")
 ```
 
-Inspect a tensor live:
+Inspect a live adapter tensor directly:
 
 ```python
-A = model.layers[5].self_attn.q_proj.lora_A   # just an nn.Parameter
+A = model.layers[5].self_attn.q_proj.lora_A
 ```
 
+## Core idea
+
+Each variant owns the adapter math. The runtime only finds target layers, attaches `lora_*` parameters, registers hooks, and saves full-path adapter keys.
+
+```python
+def attach(model, cfg):
+    targets ← find_linear_like_modules(model, cfg)
+    freeze(model.parameters())
+    for name, layer in targets:
+        layer.lora_* ← variant.param_specs(layer, cfg)
+        hook(layer, lambda x, y: variant.forward(layer, x, y))
+
+def save(model, path):
+    torch.save({"cfg": cfg, "state": state_dict_keys_containing("lora_")}, path)
+```
+
+Minimal by design:
+
+- One file per variant.
+- No module replacement, merge/unmerge, mixed-adapter batches, or PEFT config soup.
+- LoRA/DeLoRA hooks work with `nn.Linear` and bnb-style `Linear{4bit,8bitLt}` modules that expose `in_features`, `out_features`, and `weight`.
+- PiSSA is fp-only because it mutates `weight` into `W_res`; quantized PiSSA should fail loudly until dequantize/requantize is explicit.
+
+Currently shipped variants:
+
+| Variant | Class | File |
+|---|---|---|
+| LoRA | A (additive) | [src/lora_lite/variants/lora.py](src/lora_lite/variants/lora.py) |
+| PiSSA ([Meng+ 2024](https://arxiv.org/abs/2404.02948)) | A + B (special init mutates W) | [src/lora_lite/variants/pissa.py](src/lora_lite/variants/pissa.py) |
+| DeLoRA ([Bini+ 2025](https://arxiv.org/abs/2503.18225)) | A (additive, normalised) | [src/lora_lite/variants/delora.py](src/lora_lite/variants/delora.py) |
+
+See [docs/spec/20260426_lora_lite_plan.md](docs/spec/20260426_lora_lite_plan.md) for goals, status, and the current design plan. The original broader design was stress-tested against the [adapters_as_hypotheses](https://github.com/wassname/adapters_as_hypotheses) catalog (~26/27 variants covered with 3 small API tweaks).
+
 ## Targeting
 
 By default we target linear-like modules (`in_features`, `out_features`, `weight`) whose shape matches a "reader" (`d_in == d_model`) or "writer" (`d_out == d_model`) role, excluding `lm_head` and `embed_tokens`. This structural test is what lets bnb Linear4bit/8bitLt modules be targeted without a backend-specific class. Knobs on `LoraLiteConfig`:
@@ -137,9 +150,10 @@ class ActSVD:
 ## Smoke test
 
 ```bash
+just check       # pytest + smoke + package build
 just test
 just smoke
-just qwen-probe
+just qwen-queue  # queued Qwen/Qwen3-0.6B proof via pueue
 ```
 
 `just test` verifies, for each of `lora`, `pissa`, `delora`:
@@ -161,6 +175,8 @@ just qwen-probe
 
 This is an interface/training proof, not a benchmark: exact Qwen target names, hook activity, lora-only gradients, loss decrease, adapter tensor save/load, and reload equivalence on a 0.6B HF model.
 
+CI runs `just check` on GitHub. The larger Qwen proof stays in `pueue` because it needs the shared GPU.
+
 ## What's NOT in v1
 
 | Feature | Why dropped |
@@ -176,4 +192,15 @@ This is an interface/training proof, not a benchmark: exact Qwen target names, h
 
 ## Status
 
-v0.0.1: lora + pissa + delora + smoke test. See spec for next variants (DoRA, VeRA, SSVD).
+v0.0.1: LoRA + PiSSA + DeLoRA + minimal functional tests + Qwen proof. Next likely variants are IA3 or DoRA because they fit the current hook contract with little new machinery. OFT/ROAD/AntiPaSTO-style methods are more interesting, but should wait until the simple hook family is boring.
+
+## Citation
+
+```bibtex
+@misc{wassname2026loralite,
+  title = {LoRA-Lite: A Hackable Adapter Library for Research},
+  author = {Michael J. Clark},
+  year = {2026},
+  url = {https://github.com/wassname/lora-lite/}
+}
+```

docs/spec/20260426_lora_lite_plan.md

@@ -108,6 +108,45 @@ Failure-mode interpretation:
 - If adapter grads were absent, `grad` or `dθ` would be 0/non-finite.
 - If save/load were broken, adapter tensor equality or reload logit error would fail.
 
+## 2026-04-26 publishable workflow pass
+
+Goal: make the repo behave like a small buildable library without adding framework surface area.
+
+### Scope
+
+In:
+
+- Keep minimal functional integration tests as the default proof path.
+- Add a GitHub CI hook for fast tests and package build.
+- Add a `pueue` recipe for the larger Qwen proof.
+- Tighten README structure so install, quickstart, core idea, tests, and status are easy to find.
+
+Out:
+
+- PyPI publishing token/workflow. Publishing should wait until the license decision is explicit.
+- Implementing every named adapter variant in one pass. That would add complexity faster than tests can explain it.
+
+### Requirements and evidence
+
+| Requirement | Distinguishing check | Evidence |
+|---|---|---|
+| R7: fast CI catches broken tests/builds | `just check` must run pytest, smoke, `uv build`, and `twine check`; a broken test, wheel, sdist, or README metadata fails the hook. | `just check` -> pytest `8 passed in 9.53s`, smoke all pass, wheel/sdist built, `twine check dist/*` passed |
+| R8: large proof is queued, not hidden in CI | `just qwen-queue` must create a pueue task in the repo cwd with why/resolve label and intended Qwen command. | `just qwen-queue && pueue status` -> task 74 queued at `/media/wassname/SGIronWolf/projects5/2026/lora-lite` with `just qwen-probe lora pissa delora 16` |
+| R9: README is publishable enough to judge | Reader sees install, quickstart, pseudocode core, testing commands, proof caveat before variant wishlist. | `README.md` reordered and human note removed |
+| R10: variant roadmap buys simplicity | Next variant is ranked by fit to current hook contract; non-hook variants are deferred rather than half-supported. | this section |
+
+Fresh review first blocked on weak `qwen-queue` evidence and README citation/comment junk. Fixes: queued real pueue task 74, added `twine check`, fenced citation, removed the stray README note. Final fresh review verdict: PASS.
+
+### Adapter roadmap, ranked by simplicity
+
+| Variant | Why it fits or waits | Next check |
+|---|---|---|
+| IA3 | Multiplicative vector on activations. Probably the smallest new file and no base-weight mutation. | Identity with ones, perturb changes output, loss drops, save/load exact. |
+| DoRA | Fits additive hook for fp layers; bnb norm handling must be explicit or fail-fast. | fp smoke first; quantized proof only after norm semantics are obvious. |
+| SSVD / PiSSA-family | Fits current `weight`-SVD pattern and teaches the SVD adapter path. | Reconstruction/identity invariant plus train proof. |
+| HRA / OFT / ROAD | Interesting, but likely wants orthogonal or weight-transform semantics. Keep until hook-only formulation is clear. | Pseudocode first, then one invariant that distinguishes real rotation from dead code. |
+| S-steer / AntiPaSTO | Research adapters. Should use `group_init` and activation evidence, not be squeezed into plain LoRA tests. | Calibration is consumed, hooks removed, load does not need calibration data. |
+
 ## Review history
 
 A cold subagent review first returned `PASS_WITH_BLOCKERS`:

justfile

@@ -3,11 +3,26 @@ set shell := ["bash", "-cu"]
 default:
 	@just --list
 
+check: test smoke build
+
 test:
 	uv run --extra test pytest -q
 
 smoke:
 	uv run --extra test python tests/smoke.py
 
-qwen-probe:
+build:
-	uv run --extra test --extra hf-test python scripts/qwen_train_probe.py
+	rm -rf dist
+	uv build
+	uv run --extra build twine check dist/*
+
+qwen-probe variants="lora pissa delora" steps="8":
+	uv run --extra test --extra hf-test python scripts/qwen_train_probe.py --variants {{variants}} --steps {{steps}}
+
+qwen-queue variants="lora pissa delora" steps="16":
+	#!/usr/bin/env bash
+	set -euo pipefail
+	pueue add \
+		-l "why: verify Qwen0.6B train/save-load proof for {{variants}} at {{steps}} steps; resolve: publish docs only if exact targets, lora-only grads, loss drop, reload pass" \
+		-w "$PWD" -o 1 -- \
+		just qwen-probe "{{variants}}" "{{steps}}"

pyproject.toml

@@ -2,14 +2,28 @@
 name = "lora-lite"
 version = "0.0.1"
 description = "Hackable forward-hook LoRA. ~600 LoC. One file per variant."
+readme = "README.md"
 requires-python = ">=3.10"
 dependencies = [
     "torch>=2.1",
     "einops>=0.7",
-    "jaxtyping>=0.2.25",
+]
+keywords = ["lora", "pytorch", "peft", "adapters", "llm"]
+classifiers = [
+    "Development Status :: 3 - Alpha",
+    "Intended Audience :: Science/Research",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3 :: Only",
+    "Topic :: Scientific/Engineering :: Artificial Intelligence",
 ]
 
+[project.urls]
+Homepage = "https://github.com/wassname/lora-lite"
+Repository = "https://github.com/wassname/lora-lite"
+Issues = "https://github.com/wassname/lora-lite/issues"
+
 [project.optional-dependencies]
+build = ["twine>=6"]
 test = ["pytest", "tabulate"]
 hf-test = ["accelerate>=1.6", "safetensors>=0.5", "transformers>=4.51"]
 

uv.lock

@@ -7,7 +7,7 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-04-21T08:49:38.33093417Z"
+exclude-newer = "2026-04-21T09:06:31.868106008Z"
 exclude-newer-span = "P5D"
 
 [[package]]
@@ -52,6 +52,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl", hash = "sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708", size = 114353, upload-time = "2026-03-24T12:59:08.246Z" },
 ]
 
+[[package]]
+name = "backports-tarfile"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/86/72/cd9b395f25e290e633655a100af28cb253e4393396264a98bd5f5951d50f/backports_tarfile-1.2.0.tar.gz", hash = "sha256:d75e02c268746e1b8144c278978b6e98e85de6ad16f8e4b0844a154557eca991", size = 86406, upload-time = "2024-05-28T17:01:54.731Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b9/fa/123043af240e49752f1c4bd24da5053b6bd00cad78c2be53c0d1e8b975bc/backports.tarfile-1.2.0-py3-none-any.whl", hash = "sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34", size = 30181, upload-time = "2024-05-28T17:01:53.112Z" },
+]
+
 [[package]]
 name = "certifi"
 version = "2026.2.25"
@@ -61,6 +70,152 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9a/3c/c17fb3ca2d9c3acff52e30b309f538586f9f5b9c9cf454f3845fc9af4881/certifi-2026.2.25-py3-none-any.whl", hash = "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa", size = 153684, upload-time = "2026-02-25T02:54:15.766Z" },
 ]
 
+[[package]]
+name = "cffi"
+version = "2.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pycparser", marker = "implementation_name != 'PyPy'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/eb/56/b1ba7935a17738ae8453301356628e8147c79dbb825bcbc73dc7401f9846/cffi-2.0.0.tar.gz", hash = "sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529", size = 523588, upload-time = "2025-09-08T23:24:04.541Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/50/bd/b1a6362b80628111e6653c961f987faa55262b4002fcec42308cad1db680/cffi-2.0.0-cp310-cp310-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c", size = 208811, upload-time = "2025-09-08T23:22:12.267Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/27/6933a8b2562d7bd1fb595074cf99cc81fc3789f6a6c05cdabb46284a3188/cffi-2.0.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb", size = 216402, upload-time = "2025-09-08T23:22:13.455Z" },
+    { url = "https://files.pythonhosted.org/packages/98/29/9b366e70e243eb3d14a5cb488dfd3a0b6b2f1fb001a203f653b93ccfac88/cffi-2.0.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453", size = 216475, upload-time = "2025-09-08T23:22:17.427Z" },
+    { url = "https://files.pythonhosted.org/packages/21/7a/13b24e70d2f90a322f2900c5d8e1f14fa7e2a6b3332b7309ba7b2ba51a5a/cffi-2.0.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495", size = 218829, upload-time = "2025-09-08T23:22:19.069Z" },
+    { url = "https://files.pythonhosted.org/packages/60/99/c9dc110974c59cc981b1f5b66e1d8af8af764e00f0293266824d9c4254bc/cffi-2.0.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5", size = 211211, upload-time = "2025-09-08T23:22:20.588Z" },
+    { url = "https://files.pythonhosted.org/packages/49/72/ff2d12dbf21aca1b32a40ed792ee6b40f6dc3a9cf1644bd7ef6e95e0ac5e/cffi-2.0.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb", size = 218036, upload-time = "2025-09-08T23:22:22.143Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/b7/1200d354378ef52ec227395d95c2576330fd22a869f7a70e88e1447eb234/cffi-2.0.0-cp311-cp311-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92", size = 209613, upload-time = "2025-09-08T23:22:29.475Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/56/6033f5e86e8cc9bb629f0077ba71679508bdf54a9a5e112a3c0b91870332/cffi-2.0.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93", size = 216476, upload-time = "2025-09-08T23:22:31.063Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/91/500d892b2bf36529a75b77958edfcd5ad8e2ce4064ce2ecfeab2125d72d1/cffi-2.0.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26", size = 215574, upload-time = "2025-09-08T23:22:35.443Z" },
+    { url = "https://files.pythonhosted.org/packages/44/64/58f6255b62b101093d5df22dcb752596066c7e89dd725e0afaed242a61be/cffi-2.0.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9", size = 218971, upload-time = "2025-09-08T23:22:36.805Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/49/fa72cebe2fd8a55fbe14956f9970fe8eb1ac59e5df042f603ef7c8ba0adc/cffi-2.0.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414", size = 211972, upload-time = "2025-09-08T23:22:38.436Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/28/dd0967a76aab36731b6ebfe64dec4e981aff7e0608f60c2d46b46982607d/cffi-2.0.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743", size = 217078, upload-time = "2025-09-08T23:22:39.776Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/df/a4f0fbd47331ceeba3d37c2e51e9dfc9722498becbeec2bd8bc856c9538a/cffi-2.0.0-cp312-cp312-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe", size = 212529, upload-time = "2025-09-08T23:22:47.349Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/72/12b5f8d3865bf0f87cf1404d8c374e7487dcf097a1c91c436e72e6badd83/cffi-2.0.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062", size = 220097, upload-time = "2025-09-08T23:22:48.677Z" },
+    { url = "https://files.pythonhosted.org/packages/78/2d/7fa73dfa841b5ac06c7b8855cfc18622132e365f5b81d02230333ff26e9e/cffi-2.0.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba", size = 219572, upload-time = "2025-09-08T23:22:52.902Z" },
+    { url = "https://files.pythonhosted.org/packages/07/e0/267e57e387b4ca276b90f0434ff88b2c2241ad72b16d31836adddfd6031b/cffi-2.0.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94", size = 222963, upload-time = "2025-09-08T23:22:54.518Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/75/1f2747525e06f53efbd878f4d03bac5b859cbc11c633d0fb81432d98a795/cffi-2.0.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187", size = 221361, upload-time = "2025-09-08T23:22:55.867Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/1e/d22cc63332bd59b06481ceaac49d6c507598642e2230f201649058a7e704/cffi-2.0.0-cp313-cp313-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b", size = 212446, upload-time = "2025-09-08T23:23:03.472Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/f5/a2c23eb03b61a0b8747f211eb716446c826ad66818ddc7810cc2cc19b3f2/cffi-2.0.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b", size = 220101, upload-time = "2025-09-08T23:23:04.792Z" },
+    { url = "https://files.pythonhosted.org/packages/98/df/0a1755e750013a2081e863e7cd37e0cdd02664372c754e5560099eb7aa44/cffi-2.0.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26", size = 219499, upload-time = "2025-09-08T23:23:09.648Z" },
+    { url = "https://files.pythonhosted.org/packages/50/e1/a969e687fcf9ea58e6e2a928ad5e2dd88cc12f6f0ab477e9971f2309b57c/cffi-2.0.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c", size = 222928, upload-time = "2025-09-08T23:23:10.928Z" },
+    { url = "https://files.pythonhosted.org/packages/36/54/0362578dd2c9e557a28ac77698ed67323ed5b9775ca9d3fe73fe191bb5d8/cffi-2.0.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b", size = 221302, upload-time = "2025-09-08T23:23:12.42Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/43/0e822876f87ea8a4ef95442c3d766a06a51fc5298823f884ef87aaad168c/cffi-2.0.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b", size = 220049, upload-time = "2025-09-08T23:23:20.853Z" },
+    { url = "https://files.pythonhosted.org/packages/47/d9/d83e293854571c877a92da46fdec39158f8d7e68da75bf73581225d28e90/cffi-2.0.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775", size = 219244, upload-time = "2025-09-08T23:23:24.541Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/0f/1f177e3683aead2bb00f7679a16451d302c436b5cbf2505f0ea8146ef59e/cffi-2.0.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205", size = 222828, upload-time = "2025-09-08T23:23:26.143Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/0f/cafacebd4b040e3119dcb32fed8bdef8dfe94da653155f9d0b9dc660166e/cffi-2.0.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1", size = 220926, upload-time = "2025-09-08T23:23:27.873Z" },
+    { url = "https://files.pythonhosted.org/packages/be/b4/c56878d0d1755cf9caa54ba71e5d049479c52f9e4afc230f06822162ab2f/cffi-2.0.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c", size = 221593, upload-time = "2025-09-08T23:23:31.91Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/44/681604464ed9541673e486521497406fadcc15b5217c3e326b061696899a/cffi-2.0.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592", size = 221584, upload-time = "2025-09-08T23:23:36.096Z" },
+    { url = "https://files.pythonhosted.org/packages/25/8e/342a504ff018a2825d395d44d63a767dd8ebc927ebda557fecdaca3ac33a/cffi-2.0.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512", size = 224443, upload-time = "2025-09-08T23:23:37.328Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/5e/b666bacbbc60fbf415ba9988324a132c9a7a0448a9a8f125074671c0f2c3/cffi-2.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4", size = 223437, upload-time = "2025-09-08T23:23:38.945Z" },
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.4.7"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e7/a1/67fe25fac3c7642725500a3f6cfe5821ad557c3abb11c9d20d12c7008d3e/charset_normalizer-3.4.7.tar.gz", hash = "sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5", size = 144271, upload-time = "2026-04-02T09:28:39.342Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/26/08/0f303cb0b529e456bb116f2d50565a482694fbb94340bf56d44677e7ed03/charset_normalizer-3.4.7-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cdd68a1fb318e290a2077696b7eb7a21a49163c455979c639bf5a5dcdc46617d", size = 315182, upload-time = "2026-04-02T09:25:40.673Z" },
+    { url = "https://files.pythonhosted.org/packages/24/47/b192933e94b546f1b1fe4df9cc1f84fcdbf2359f8d1081d46dd029b50207/charset_normalizer-3.4.7-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e17b8d5d6a8c47c85e68ca8379def1303fd360c3e22093a807cd34a71cd082b8", size = 209329, upload-time = "2026-04-02T09:25:42.354Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/b4/01fa81c5ca6141024d89a8fc15968002b71da7f825dd14113207113fabbd/charset_normalizer-3.4.7-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790", size = 231230, upload-time = "2026-04-02T09:25:44.281Z" },
+    { url = "https://files.pythonhosted.org/packages/20/f7/7b991776844dfa058017e600e6e55ff01984a063290ca5622c0b63162f68/charset_normalizer-3.4.7-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc", size = 225890, upload-time = "2026-04-02T09:25:45.475Z" },
+    { url = "https://files.pythonhosted.org/packages/20/e7/bed0024a0f4ab0c8a9c64d4445f39b30c99bd1acd228291959e3de664247/charset_normalizer-3.4.7-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:cf29836da5119f3c8a8a70667b0ef5fdca3bb12f80fd06487cfa575b3909b393", size = 216930, upload-time = "2026-04-02T09:25:46.58Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/ab/b18f0ab31cdd7b3ddb8bb76c4a414aeb8160c9810fdf1bc62f269a539d87/charset_normalizer-3.4.7-cp310-cp310-manylinux_2_31_armv7l.whl", hash = "sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153", size = 202109, upload-time = "2026-04-02T09:25:48.031Z" },
+    { url = "https://files.pythonhosted.org/packages/82/e5/7e9440768a06dfb3075936490cb82dbf0ee20a133bf0dd8551fa096914ec/charset_normalizer-3.4.7-cp310-cp310-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:d560742f3c0d62afaccf9f41fe485ed69bd7661a241f86a3ef0f0fb8b1a397af", size = 214684, upload-time = "2026-04-02T09:25:49.245Z" },
+    { url = "https://files.pythonhosted.org/packages/71/94/8c61d8da9f062fdf457c80acfa25060ec22bf1d34bbeaca4350f13bcfd07/charset_normalizer-3.4.7-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:b14b2d9dac08e28bb8046a1a0434b1750eb221c8f5b87a68f4fa11a6f97b5e34", size = 212785, upload-time = "2026-04-02T09:25:50.671Z" },
+    { url = "https://files.pythonhosted.org/packages/66/cd/6e9889c648e72c0ab2e5967528bb83508f354d706637bc7097190c874e13/charset_normalizer-3.4.7-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:bc17a677b21b3502a21f66a8cc64f5bfad4df8a0b8434d661666f8ce90ac3af1", size = 203055, upload-time = "2026-04-02T09:25:51.802Z" },
+    { url = "https://files.pythonhosted.org/packages/92/2e/7a951d6a08aefb7eb8e1b54cdfb580b1365afdd9dd484dc4bee9e5d8f258/charset_normalizer-3.4.7-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:750e02e074872a3fad7f233b47734166440af3cdea0add3e95163110816d6752", size = 232502, upload-time = "2026-04-02T09:25:53.388Z" },
+    { url = "https://files.pythonhosted.org/packages/58/d5/abcf2d83bf8e0a1286df55cd0dc1d49af0da4282aa77e986df343e7de124/charset_normalizer-3.4.7-cp310-cp310-musllinux_1_2_riscv64.whl", hash = "sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53", size = 214295, upload-time = "2026-04-02T09:25:54.765Z" },
+    { url = "https://files.pythonhosted.org/packages/47/3a/7d4cd7ed54be99973a0dc176032cba5cb1f258082c31fa6df35cff46acfc/charset_normalizer-3.4.7-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:6ed74185b2db44f41ef35fd1617c5888e59792da9bbc9190d6c7300617182616", size = 227145, upload-time = "2026-04-02T09:25:55.904Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/98/3a45bf8247889cf28262ebd3d0872edff11565b2a1e3064ccb132db3fbb0/charset_normalizer-3.4.7-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:94e1885b270625a9a828c9793b4d52a64445299baa1fea5a173bf1d3dd9a1a5a", size = 218884, upload-time = "2026-04-02T09:25:57.074Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/80/2e8b7f8915ed5c9ef13aa828d82738e33888c485b65ebf744d615040c7ea/charset_normalizer-3.4.7-cp310-cp310-win32.whl", hash = "sha256:6785f414ae0f3c733c437e0f3929197934f526d19dfaa75e18fdb4f94c6fb374", size = 148343, upload-time = "2026-04-02T09:25:58.199Z" },
+    { url = "https://files.pythonhosted.org/packages/35/1b/3b8c8c77184af465ee9ad88b5aea46ea6b2e1f7b9dc9502891e37af21e30/charset_normalizer-3.4.7-cp310-cp310-win_amd64.whl", hash = "sha256:6696b7688f54f5af4462118f0bfa7c1621eeb87154f77fa04b9295ce7a8f2943", size = 159174, upload-time = "2026-04-02T09:25:59.322Z" },
+    { url = "https://files.pythonhosted.org/packages/be/c1/feb40dca40dbb21e0a908801782d9288c64fc8d8e562c2098e9994c8c21b/charset_normalizer-3.4.7-cp310-cp310-win_arm64.whl", hash = "sha256:66671f93accb62ed07da56613636f3641f1a12c13046ce91ffc923721f23c008", size = 147805, upload-time = "2026-04-02T09:26:00.756Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/d7/b5b7020a0565c2e9fa8c09f4b5fa6232feb326b8c20081ccded47ea368fd/charset_normalizer-3.4.7-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:7641bb8895e77f921102f72833904dcd9901df5d6d72a2ab8f31d04b7e51e4e7", size = 309705, upload-time = "2026-04-02T09:26:02.191Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/53/58c29116c340e5456724ecd2fff4196d236b98f3da97b404bc5e51ac3493/charset_normalizer-3.4.7-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7", size = 206419, upload-time = "2026-04-02T09:26:03.583Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/02/e8146dc6591a37a00e5144c63f29fb7c97a734ea8a111190783c0e60ab63/charset_normalizer-3.4.7-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e", size = 227901, upload-time = "2026-04-02T09:26:04.738Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/73/77486c4cd58f1267bf17db420e930c9afa1b3be3fe8c8b8ebbebc9624359/charset_normalizer-3.4.7-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c", size = 222742, upload-time = "2026-04-02T09:26:06.36Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/fa/f74eb381a7d94ded44739e9d94de18dc5edc9c17fb8c11f0a6890696c0a9/charset_normalizer-3.4.7-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df", size = 214061, upload-time = "2026-04-02T09:26:08.347Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/92/42bd3cefcf7687253fb86694b45f37b733c97f59af3724f356fa92b8c344/charset_normalizer-3.4.7-cp311-cp311-manylinux_2_31_armv7l.whl", hash = "sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265", size = 199239, upload-time = "2026-04-02T09:26:09.823Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/3d/069e7184e2aa3b3cddc700e3dd267413dc259854adc3380421c805c6a17d/charset_normalizer-3.4.7-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4", size = 210173, upload-time = "2026-04-02T09:26:10.953Z" },
+    { url = "https://files.pythonhosted.org/packages/62/51/9d56feb5f2e7074c46f93e0ebdbe61f0848ee246e2f0d89f8e20b89ebb8f/charset_normalizer-3.4.7-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:e060d01aec0a910bdccb8be71faf34e7799ce36950f8294c8bf612cba65a2c9e", size = 209841, upload-time = "2026-04-02T09:26:12.142Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/59/893d8f99cc4c837dda1fe2f1139079703deb9f321aabcb032355de13b6c7/charset_normalizer-3.4.7-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38", size = 200304, upload-time = "2026-04-02T09:26:13.711Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/1d/ee6f3be3464247578d1ed5c46de545ccc3d3ff933695395c402c21fa6b77/charset_normalizer-3.4.7-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c", size = 229455, upload-time = "2026-04-02T09:26:14.941Z" },
+    { url = "https://files.pythonhosted.org/packages/54/bb/8fb0a946296ea96a488928bdce8ef99023998c48e4713af533e9bb98ef07/charset_normalizer-3.4.7-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b", size = 210036, upload-time = "2026-04-02T09:26:16.478Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/bc/015b2387f913749f82afd4fcba07846d05b6d784dd16123cb66860e0237d/charset_normalizer-3.4.7-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:d635aab80466bc95771bb78d5370e74d36d1fe31467b6b29b8b57b2a3cd7d22c", size = 224739, upload-time = "2026-04-02T09:26:17.751Z" },
+    { url = "https://files.pythonhosted.org/packages/17/ab/63133691f56baae417493cba6b7c641571a2130eb7bceba6773367ab9ec5/charset_normalizer-3.4.7-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:ae196f021b5e7c78e918242d217db021ed2a6ace2bc6ae94c0fc596221c7f58d", size = 216277, upload-time = "2026-04-02T09:26:18.981Z" },
+    { url = "https://files.pythonhosted.org/packages/06/6d/3be70e827977f20db77c12a97e6a9f973631a45b8d186c084527e53e77a4/charset_normalizer-3.4.7-cp311-cp311-win32.whl", hash = "sha256:adb2597b428735679446b46c8badf467b4ca5f5056aae4d51a19f9570301b1ad", size = 147819, upload-time = "2026-04-02T09:26:20.295Z" },
+    { url = "https://files.pythonhosted.org/packages/20/d9/5f67790f06b735d7c7637171bbfd89882ad67201891b7275e51116ed8207/charset_normalizer-3.4.7-cp311-cp311-win_amd64.whl", hash = "sha256:8e385e4267ab76874ae30db04c627faaaf0b509e1ccc11a95b3fc3e83f855c00", size = 159281, upload-time = "2026-04-02T09:26:21.74Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/83/6413f36c5a34afead88ce6f66684d943d91f233d76dd083798f9602b75ae/charset_normalizer-3.4.7-cp311-cp311-win_arm64.whl", hash = "sha256:d4a48e5b3c2a489fae013b7589308a40146ee081f6f509e047e0e096084ceca1", size = 147843, upload-time = "2026-04-02T09:26:22.901Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/eb/4fc8d0a7110eb5fc9cc161723a34a8a6c200ce3b4fbf681bc86feee22308/charset_normalizer-3.4.7-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46", size = 311328, upload-time = "2026-04-02T09:26:24.331Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/e3/0fadc706008ac9d7b9b5be6dc767c05f9d3e5df51744ce4cc9605de7b9f4/charset_normalizer-3.4.7-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2", size = 208061, upload-time = "2026-04-02T09:26:25.568Z" },
+    { url = "https://files.pythonhosted.org/packages/42/f0/3dd1045c47f4a4604df85ec18ad093912ae1344ac706993aff91d38773a2/charset_normalizer-3.4.7-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b", size = 229031, upload-time = "2026-04-02T09:26:26.865Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/67/675a46eb016118a2fbde5a277a5d15f4f69d5f3f5f338e5ee2f8948fcf43/charset_normalizer-3.4.7-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a", size = 225239, upload-time = "2026-04-02T09:26:28.044Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/f8/d0118a2f5f23b02cd166fa385c60f9b0d4f9194f574e2b31cef350ad7223/charset_normalizer-3.4.7-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116", size = 216589, upload-time = "2026-04-02T09:26:29.239Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/f1/6d2b0b261b6c4ceef0fcb0d17a01cc5bc53586c2d4796fa04b5c540bc13d/charset_normalizer-3.4.7-cp312-cp312-manylinux_2_31_armv7l.whl", hash = "sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb", size = 202733, upload-time = "2026-04-02T09:26:30.5Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/c0/7b1f943f7e87cc3db9626ba17807d042c38645f0a1d4415c7a14afb5591f/charset_normalizer-3.4.7-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1", size = 212652, upload-time = "2026-04-02T09:26:31.709Z" },
+    { url = "https://files.pythonhosted.org/packages/38/dd/5a9ab159fe45c6e72079398f277b7d2b523e7f716acc489726115a910097/charset_normalizer-3.4.7-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15", size = 211229, upload-time = "2026-04-02T09:26:33.282Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/ff/531a1cad5ca855d1c1a8b69cb71abfd6d85c0291580146fda7c82857caa1/charset_normalizer-3.4.7-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5", size = 203552, upload-time = "2026-04-02T09:26:34.845Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/4c/a5fb52d528a8ca41f7598cb619409ece30a169fbdf9cdce592e53b46c3a6/charset_normalizer-3.4.7-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d", size = 230806, upload-time = "2026-04-02T09:26:36.152Z" },
+    { url = "https://files.pythonhosted.org/packages/59/7a/071feed8124111a32b316b33ae4de83d36923039ef8cf48120266844285b/charset_normalizer-3.4.7-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7", size = 212316, upload-time = "2026-04-02T09:26:37.672Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/35/f7dba3994312d7ba508e041eaac39a36b120f32d4c8662b8814dab876431/charset_normalizer-3.4.7-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464", size = 227274, upload-time = "2026-04-02T09:26:38.93Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/2d/a572df5c9204ab7688ec1edc895a73ebded3b023bb07364710b05dd1c9be/charset_normalizer-3.4.7-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49", size = 218468, upload-time = "2026-04-02T09:26:40.17Z" },
+    { url = "https://files.pythonhosted.org/packages/86/eb/890922a8b03a568ca2f336c36585a4713c55d4d67bf0f0c78924be6315ca/charset_normalizer-3.4.7-cp312-cp312-win32.whl", hash = "sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c", size = 148460, upload-time = "2026-04-02T09:26:41.416Z" },
+    { url = "https://files.pythonhosted.org/packages/35/d9/0e7dffa06c5ab081f75b1b786f0aefc88365825dfcd0ac544bdb7b2b6853/charset_normalizer-3.4.7-cp312-cp312-win_amd64.whl", hash = "sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6", size = 159330, upload-time = "2026-04-02T09:26:42.554Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/5d/481bcc2a7c88ea6b0878c299547843b2521ccbc40980cb406267088bc701/charset_normalizer-3.4.7-cp312-cp312-win_arm64.whl", hash = "sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d", size = 147828, upload-time = "2026-04-02T09:26:44.075Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/3b/66777e39d3ae1ddc77ee606be4ec6d8cbd4c801f65e5a1b6f2b11b8346dd/charset_normalizer-3.4.7-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063", size = 309627, upload-time = "2026-04-02T09:26:45.198Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/4e/b7f84e617b4854ade48a1b7915c8ccfadeba444d2a18c291f696e37f0d3b/charset_normalizer-3.4.7-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c", size = 207008, upload-time = "2026-04-02T09:26:46.824Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/bb/ec73c0257c9e11b268f018f068f5d00aa0ef8c8b09f7753ebd5f2880e248/charset_normalizer-3.4.7-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66", size = 228303, upload-time = "2026-04-02T09:26:48.397Z" },
+    { url = "https://files.pythonhosted.org/packages/85/fb/32d1f5033484494619f701e719429c69b766bfc4dbc61aa9e9c8c166528b/charset_normalizer-3.4.7-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18", size = 224282, upload-time = "2026-04-02T09:26:49.684Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/07/330e3a0dda4c404d6da83b327270906e9654a24f6c546dc886a0eb0ffb23/charset_normalizer-3.4.7-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd", size = 215595, upload-time = "2026-04-02T09:26:50.915Z" },
+    { url = "https://files.pythonhosted.org/packages/e3/7c/fc890655786e423f02556e0216d4b8c6bcb6bdfa890160dc66bf52dee468/charset_normalizer-3.4.7-cp313-cp313-manylinux_2_31_armv7l.whl", hash = "sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215", size = 201986, upload-time = "2026-04-02T09:26:52.197Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/97/bfb18b3db2aed3b90cf54dc292ad79fdd5ad65c4eae454099475cbeadd0d/charset_normalizer-3.4.7-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859", size = 211711, upload-time = "2026-04-02T09:26:53.49Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/a5/a581c13798546a7fd557c82614a5c65a13df2157e9ad6373166d2a3e645d/charset_normalizer-3.4.7-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8", size = 210036, upload-time = "2026-04-02T09:26:54.975Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/bf/b3ab5bcb478e4193d517644b0fb2bf5497fbceeaa7a1bc0f4d5b50953861/charset_normalizer-3.4.7-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5", size = 202998, upload-time = "2026-04-02T09:26:56.303Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/4e/23efd79b65d314fa320ec6017b4b5834d5c12a58ba4610aa353af2e2f577/charset_normalizer-3.4.7-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832", size = 230056, upload-time = "2026-04-02T09:26:57.554Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/9f/1e1941bc3f0e01df116e68dc37a55c4d249df5e6fa77f008841aef68264f/charset_normalizer-3.4.7-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6", size = 211537, upload-time = "2026-04-02T09:26:58.843Z" },
+    { url = "https://files.pythonhosted.org/packages/80/0f/088cbb3020d44428964a6c97fe1edfb1b9550396bf6d278330281e8b709c/charset_normalizer-3.4.7-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48", size = 226176, upload-time = "2026-04-02T09:27:00.437Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/9f/130394f9bbe06f4f63e22641d32fc9b202b7e251c9aef4db044324dac493/charset_normalizer-3.4.7-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a", size = 217723, upload-time = "2026-04-02T09:27:02.021Z" },
+    { url = "https://files.pythonhosted.org/packages/73/55/c469897448a06e49f8fa03f6caae97074fde823f432a98f979cc42b90e69/charset_normalizer-3.4.7-cp313-cp313-win32.whl", hash = "sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e", size = 148085, upload-time = "2026-04-02T09:27:03.192Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/78/1b74c5bbb3f99b77a1715c91b3e0b5bdb6fe302d95ace4f5b1bec37b0167/charset_normalizer-3.4.7-cp313-cp313-win_amd64.whl", hash = "sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110", size = 158819, upload-time = "2026-04-02T09:27:04.454Z" },
+    { url = "https://files.pythonhosted.org/packages/68/86/46bd42279d323deb8687c4a5a811fd548cb7d1de10cf6535d099877a9a9f/charset_normalizer-3.4.7-cp313-cp313-win_arm64.whl", hash = "sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b", size = 147915, upload-time = "2026-04-02T09:27:05.971Z" },
+    { url = "https://files.pythonhosted.org/packages/97/c8/c67cb8c70e19ef1960b97b22ed2a1567711de46c4ddf19799923adc836c2/charset_normalizer-3.4.7-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0", size = 309234, upload-time = "2026-04-02T09:27:07.194Z" },
+    { url = "https://files.pythonhosted.org/packages/99/85/c091fdee33f20de70d6c8b522743b6f831a2f1cd3ff86de4c6a827c48a76/charset_normalizer-3.4.7-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a", size = 208042, upload-time = "2026-04-02T09:27:08.749Z" },
+    { url = "https://files.pythonhosted.org/packages/87/1c/ab2ce611b984d2fd5d86a5a8a19c1ae26acac6bad967da4967562c75114d/charset_normalizer-3.4.7-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b", size = 228706, upload-time = "2026-04-02T09:27:09.951Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/29/2b1d2cb00bf085f59d29eb773ce58ec2d325430f8c216804a0a5cd83cbca/charset_normalizer-3.4.7-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41", size = 224727, upload-time = "2026-04-02T09:27:11.175Z" },
+    { url = "https://files.pythonhosted.org/packages/47/5c/032c2d5a07fe4d4855fea851209cca2b6f03ebeb6d4e3afdb3358386a684/charset_normalizer-3.4.7-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e", size = 215882, upload-time = "2026-04-02T09:27:12.446Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/c2/356065d5a8b78ed04499cae5f339f091946a6a74f91e03476c33f0ab7100/charset_normalizer-3.4.7-cp314-cp314-manylinux_2_31_armv7l.whl", hash = "sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae", size = 200860, upload-time = "2026-04-02T09:27:13.721Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/cd/a32a84217ced5039f53b29f460962abb2d4420def55afabe45b1c3c7483d/charset_normalizer-3.4.7-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18", size = 211564, upload-time = "2026-04-02T09:27:15.272Z" },
+    { url = "https://files.pythonhosted.org/packages/44/86/58e6f13ce26cc3b8f4a36b94a0f22ae2f00a72534520f4ae6857c4b81f89/charset_normalizer-3.4.7-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b", size = 211276, upload-time = "2026-04-02T09:27:16.834Z" },
+    { url = "https://files.pythonhosted.org/packages/8f/fe/d17c32dc72e17e155e06883efa84514ca375f8a528ba2546bee73fc4df81/charset_normalizer-3.4.7-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356", size = 201238, upload-time = "2026-04-02T09:27:18.229Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/29/f33daa50b06525a237451cdb6c69da366c381a3dadcd833fa5676bc468b3/charset_normalizer-3.4.7-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab", size = 230189, upload-time = "2026-04-02T09:27:19.445Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/6e/52c84015394a6a0bdcd435210a7e944c5f94ea1055f5cc5d56c5fe368e7b/charset_normalizer-3.4.7-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46", size = 211352, upload-time = "2026-04-02T09:27:20.79Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/d7/4353be581b373033fb9198bf1da3cf8f09c1082561e8e922aa7b39bf9fe8/charset_normalizer-3.4.7-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44", size = 227024, upload-time = "2026-04-02T09:27:22.063Z" },
+    { url = "https://files.pythonhosted.org/packages/30/45/99d18aa925bd1740098ccd3060e238e21115fffbfdcb8f3ece837d0ace6c/charset_normalizer-3.4.7-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72", size = 217869, upload-time = "2026-04-02T09:27:23.486Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/05/5ee478aa53f4bb7996482153d4bfe1b89e0f087f0ab6b294fcf92d595873/charset_normalizer-3.4.7-cp314-cp314-win32.whl", hash = "sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10", size = 148541, upload-time = "2026-04-02T09:27:25.146Z" },
+    { url = "https://files.pythonhosted.org/packages/48/77/72dcb0921b2ce86420b2d79d454c7022bf5be40202a2a07906b9f2a35c97/charset_normalizer-3.4.7-cp314-cp314-win_amd64.whl", hash = "sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f", size = 159634, upload-time = "2026-04-02T09:27:26.642Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/a3/c2369911cd72f02386e4e340770f6e158c7980267da16af8f668217abaa0/charset_normalizer-3.4.7-cp314-cp314-win_arm64.whl", hash = "sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246", size = 148384, upload-time = "2026-04-02T09:27:28.271Z" },
+    { url = "https://files.pythonhosted.org/packages/94/09/7e8a7f73d24dba1f0035fbbf014d2c36828fc1bf9c88f84093e57d315935/charset_normalizer-3.4.7-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24", size = 330133, upload-time = "2026-04-02T09:27:29.474Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/da/96975ddb11f8e977f706f45cddd8540fd8242f71ecdb5d18a80723dcf62c/charset_normalizer-3.4.7-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79", size = 216257, upload-time = "2026-04-02T09:27:30.793Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/e8/1d63bf8ef2d388e95c64b2098f45f84758f6d102a087552da1485912637b/charset_normalizer-3.4.7-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960", size = 234851, upload-time = "2026-04-02T09:27:32.44Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/40/e5ff04233e70da2681fa43969ad6f66ca5611d7e669be0246c4c7aaf6dc8/charset_normalizer-3.4.7-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4", size = 233393, upload-time = "2026-04-02T09:27:34.03Z" },
+    { url = "https://files.pythonhosted.org/packages/be/c1/06c6c49d5a5450f76899992f1ee40b41d076aee9279b49cf9974d2f313d5/charset_normalizer-3.4.7-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e", size = 223251, upload-time = "2026-04-02T09:27:35.369Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/9f/f2ff16fb050946169e3e1f82134d107e5d4ae72647ec8a1b1446c148480f/charset_normalizer-3.4.7-cp314-cp314t-manylinux_2_31_armv7l.whl", hash = "sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1", size = 206609, upload-time = "2026-04-02T09:27:36.661Z" },
+    { url = "https://files.pythonhosted.org/packages/69/d5/a527c0cd8d64d2eab7459784fb4169a0ac76e5a6fc5237337982fd61347e/charset_normalizer-3.4.7-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44", size = 220014, upload-time = "2026-04-02T09:27:38.019Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/80/8a7b8104a3e203074dc9aa2c613d4b726c0e136bad1cc734594b02867972/charset_normalizer-3.4.7-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e", size = 218979, upload-time = "2026-04-02T09:27:39.37Z" },
+    { url = "https://files.pythonhosted.org/packages/02/9a/b759b503d507f375b2b5c153e4d2ee0a75aa215b7f2489cf314f4541f2c0/charset_normalizer-3.4.7-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3", size = 209238, upload-time = "2026-04-02T09:27:40.722Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/4e/0f3f5d47b86bdb79256e7290b26ac847a2832d9a4033f7eb2cd4bcf4bb5b/charset_normalizer-3.4.7-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0", size = 236110, upload-time = "2026-04-02T09:27:42.33Z" },
+    { url = "https://files.pythonhosted.org/packages/96/23/bce28734eb3ed2c91dcf93abeb8a5cf393a7b2749725030bb630e554fdd8/charset_normalizer-3.4.7-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e", size = 219824, upload-time = "2026-04-02T09:27:43.924Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/6f/6e897c6984cc4d41af319b077f2f600fc8214eb2fe2d6bcb79141b882400/charset_normalizer-3.4.7-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb", size = 233103, upload-time = "2026-04-02T09:27:45.348Z" },
+    { url = "https://files.pythonhosted.org/packages/76/22/ef7bd0fe480a0ae9b656189ec00744b60933f68b4f42a7bb06589f6f576a/charset_normalizer-3.4.7-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe", size = 225194, upload-time = "2026-04-02T09:27:46.706Z" },
+    { url = "https://files.pythonhosted.org/packages/c5/a7/0e0ab3e0b5bc1219bd80a6a0d4d72ca74d9250cb2382b7c699c147e06017/charset_normalizer-3.4.7-cp314-cp314t-win32.whl", hash = "sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0", size = 159827, upload-time = "2026-04-02T09:27:48.053Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/1d/29d32e0fb40864b1f878c7f5a0b343ae676c6e2b271a2d55cc3a152391da/charset_normalizer-3.4.7-cp314-cp314t-win_amd64.whl", hash = "sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c", size = 174168, upload-time = "2026-04-02T09:27:49.795Z" },
+    { url = "https://files.pythonhosted.org/packages/de/32/d92444ad05c7a6e41fb2036749777c163baf7a0301a040cb672d6b2b1ae9/charset_normalizer-3.4.7-cp314-cp314t-win_arm64.whl", hash = "sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d", size = 153018, upload-time = "2026-04-02T09:27:51.116Z" },
+    { url = "https://files.pythonhosted.org/packages/db/8f/61959034484a4a7c527811f4721e75d02d653a35afb0b6054474d8185d4c/charset_normalizer-3.4.7-py3-none-any.whl", hash = "sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d", size = 61958, upload-time = "2026-04-02T09:28:37.794Z" },
+]
+
 [[package]]
 name = "click"
 version = "8.3.2"
@@ -82,6 +237,49 @@ 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 = "cryptography"
+version = "46.0.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/47/93/ac8f3d5ff04d54bc814e961a43ae5b0b146154c89c61b47bb07557679b18/cryptography-46.0.7.tar.gz", hash = "sha256:e4cfd68c5f3e0bfdad0d38e023239b96a2fe84146481852dffbcca442c245aa5", size = 750652, upload-time = "2026-04-08T01:57:54.692Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5f/45/6d80dc379b0bbc1f9d1e429f42e4cb9e1d319c7a8201beffd967c516ea01/cryptography-46.0.7-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:b36a4695e29fe69215d75960b22577197aca3f7a25b9cf9d165dcfe9d80bc325", size = 4275492, upload-time = "2026-04-08T01:56:19.36Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/9a/1765afe9f572e239c3469f2cb429f3ba7b31878c893b246b4b2994ffe2fe/cryptography-46.0.7-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5ad9ef796328c5e3c4ceed237a183f5d41d21150f972455a9d926593a1dcb308", size = 4426670, upload-time = "2026-04-08T01:56:21.415Z" },
+    { url = "https://files.pythonhosted.org/packages/8f/3e/af9246aaf23cd4ee060699adab1e47ced3f5f7e7a8ffdd339f817b446462/cryptography-46.0.7-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:73510b83623e080a2c35c62c15298096e2a5dc8d51c3b4e1740211839d0dea77", size = 4280275, upload-time = "2026-04-08T01:56:23.539Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/cf/054b9d8220f81509939599c8bdbc0c408dbd2bdd41688616a20731371fe0/cryptography-46.0.7-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:420b1e4109cc95f0e5700eed79908cef9268265c773d3a66f7af1eef53d409ef", size = 4459985, upload-time = "2026-04-08T01:56:27.309Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/46/4e4e9c6040fb01c7467d47217d2f882daddeb8828f7df800cb806d8a2288/cryptography-46.0.7-cp311-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:24402210aa54baae71d99441d15bb5a1919c195398a87b563df84468160a65de", size = 3990652, upload-time = "2026-04-08T01:56:29.095Z" },
+    { url = "https://files.pythonhosted.org/packages/36/5f/313586c3be5a2fbe87e4c9a254207b860155a8e1f3cca99f9910008e7d08/cryptography-46.0.7-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:8a469028a86f12eb7d2fe97162d0634026d92a21f3ae0ac87ed1c4a447886c83", size = 4279805, upload-time = "2026-04-08T01:56:30.928Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/0b/333ddab4270c4f5b972f980adef4faa66951a4aaf646ca067af597f15563/cryptography-46.0.7-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:42a1e5f98abb6391717978baf9f90dc28a743b7d9be7f0751a6f56a75d14065b", size = 4459756, upload-time = "2026-04-08T01:56:34.306Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/14/633913398b43b75f1234834170947957c6b623d1701ffc7a9600da907e89/cryptography-46.0.7-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:91bbcb08347344f810cbe49065914fe048949648f6bd5c2519f34619142bbe85", size = 4410244, upload-time = "2026-04-08T01:56:35.977Z" },
+    { url = "https://files.pythonhosted.org/packages/10/f2/19ceb3b3dc14009373432af0c13f46aa08e3ce334ec6eff13492e1812ccd/cryptography-46.0.7-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:5d1c02a14ceb9148cc7816249f64f623fbfee39e8c03b3650d842ad3f34d637e", size = 4674868, upload-time = "2026-04-08T01:56:38.034Z" },
+    { url = "https://files.pythonhosted.org/packages/74/66/e3ce040721b0b5599e175ba91ab08884c75928fbeb74597dd10ef13505d2/cryptography-46.0.7-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:db0f493b9181c7820c8134437eb8b0b4792085d37dbb24da050476ccb664e59c", size = 4268551, upload-time = "2026-04-08T01:56:46.071Z" },
+    { url = "https://files.pythonhosted.org/packages/03/11/5e395f961d6868269835dee1bafec6a1ac176505a167f68b7d8818431068/cryptography-46.0.7-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ebd6daf519b9f189f85c479427bbd6e9c9037862cf8fe89ee35503bd209ed902", size = 4408887, upload-time = "2026-04-08T01:56:47.718Z" },
+    { url = "https://files.pythonhosted.org/packages/40/53/8ed1cf4c3b9c8e611e7122fb56f1c32d09e1fff0f1d77e78d9ff7c82653e/cryptography-46.0.7-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:b7b412817be92117ec5ed95f880defe9cf18a832e8cafacf0a22337dc1981b4d", size = 4271354, upload-time = "2026-04-08T01:56:49.312Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/ea/01276740375bac6249d0a971ebdf6b4dc9ead0ee0a34ef3b5a88c1a9b0d4/cryptography-46.0.7-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:ffca7aa1d00cf7d6469b988c581598f2259e46215e0140af408966a24cf086ce", size = 4444641, upload-time = "2026-04-08T01:56:52.882Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/4c/7d258f169ae71230f25d9f3d06caabcff8c3baf0978e2b7d65e0acac3827/cryptography-46.0.7-cp314-cp314t-manylinux_2_31_armv7l.whl", hash = "sha256:60627cf07e0d9274338521205899337c5d18249db56865f943cbe753aa96f40f", size = 3967749, upload-time = "2026-04-08T01:56:54.597Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/2a/2ea0767cad19e71b3530e4cad9605d0b5e338b6a1e72c37c9c1ceb86c333/cryptography-46.0.7-cp314-cp314t-manylinux_2_34_aarch64.whl", hash = "sha256:80406c3065e2c55d7f49a9550fe0c49b3f12e5bfff5dedb727e319e1afb9bf99", size = 4270942, upload-time = "2026-04-08T01:56:56.416Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/59/4a479e0f36f8f378d397f4eab4c850b4ffb79a2f0d58704b8fa0703ddc11/cryptography-46.0.7-cp314-cp314t-manylinux_2_34_x86_64.whl", hash = "sha256:d5f7520159cd9c2154eb61eb67548ca05c5774d39e9c2c4339fd793fe7d097b2", size = 4443999, upload-time = "2026-04-08T01:57:00.508Z" },
+    { url = "https://files.pythonhosted.org/packages/28/17/b59a741645822ec6d04732b43c5d35e4ef58be7bfa84a81e5ae6f05a1d33/cryptography-46.0.7-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:fcd8eac50d9138c1d7fc53a653ba60a2bee81a505f9f8850b6b2888555a45d0e", size = 4399191, upload-time = "2026-04-08T01:57:02.654Z" },
+    { url = "https://files.pythonhosted.org/packages/59/6a/bb2e166d6d0e0955f1e9ff70f10ec4b2824c9cfcdb4da772c7dd69cc7d80/cryptography-46.0.7-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:65814c60f8cc400c63131584e3e1fad01235edba2614b61fbfbfa954082db0ee", size = 4655782, upload-time = "2026-04-08T01:57:04.592Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/d0/36a49f0262d2319139d2829f773f1b97ef8aef7f97e6e5bd21455e5a8fb5/cryptography-46.0.7-cp38-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:84d4cced91f0f159a7ddacad249cc077e63195c36aac40b4150e7a57e84fffe7", size = 4270628, upload-time = "2026-04-08T01:57:12.885Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/6c/1a42450f464dda6ffbe578a911f773e54dd48c10f9895a23a7e88b3e7db5/cryptography-46.0.7-cp38-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:128c5edfe5e5938b86b03941e94fac9ee793a94452ad1365c9fc3f4f62216832", size = 4415405, upload-time = "2026-04-08T01:57:14.923Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/92/4ed714dbe93a066dc1f4b4581a464d2d7dbec9046f7c8b7016f5286329e2/cryptography-46.0.7-cp38-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:5e51be372b26ef4ba3de3c167cd3d1022934bc838ae9eaad7e644986d2a3d163", size = 4272715, upload-time = "2026-04-08T01:57:16.638Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/08/ffd537b605568a148543ac3c2b239708ae0bd635064bab41359252ef88ed/cryptography-46.0.7-cp38-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:1d25aee46d0c6f1a501adcddb2d2fee4b979381346a78558ed13e50aa8a59067", size = 4450634, upload-time = "2026-04-08T01:57:21.185Z" },
+    { url = "https://files.pythonhosted.org/packages/16/01/0cd51dd86ab5b9befe0d031e276510491976c3a80e9f6e31810cce46c4ad/cryptography-46.0.7-cp38-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:cdfbe22376065ffcf8be74dc9a909f032df19bc58a699456a21712d6e5eabfd0", size = 3985233, upload-time = "2026-04-08T01:57:22.862Z" },
+    { url = "https://files.pythonhosted.org/packages/92/49/819d6ed3a7d9349c2939f81b500a738cb733ab62fbecdbc1e38e83d45e12/cryptography-46.0.7-cp38-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:abad9dac36cbf55de6eb49badd4016806b3165d396f64925bf2999bcb67837ba", size = 4271955, upload-time = "2026-04-08T01:57:24.814Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/c7/201d3d58f30c4c2bdbe9b03844c291feb77c20511cc3586daf7edc12a47b/cryptography-46.0.7-cp38-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:35719dc79d4730d30f1c2b6474bd6acda36ae2dfae1e3c16f2051f215df33ce0", size = 4449961, upload-time = "2026-04-08T01:57:29.068Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/ef/649750cbf96f3033c3c976e112265c33906f8e462291a33d77f90356548c/cryptography-46.0.7-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:7bbc6ccf49d05ac8f7d7b5e2e2c33830d4fe2061def88210a126d130d7f71a85", size = 4401696, upload-time = "2026-04-08T01:57:31.029Z" },
+    { url = "https://files.pythonhosted.org/packages/41/52/a8908dcb1a389a459a29008c29966c1d552588d4ae6d43f3a1a4512e0ebe/cryptography-46.0.7-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a1529d614f44b863a7b480c6d000fe93b59acee9c82ffa027cfadc77521a9f5e", size = 4664256, upload-time = "2026-04-08T01:57:33.144Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/ea/075aac6a84b7c271578d81a2f9968acb6e273002408729f2ddff517fed4a/cryptography-46.0.7-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:d3b99c535a9de0adced13d159c5a9cf65c325601aa30f4be08afd680643e9c15", size = 4219700, upload-time = "2026-04-08T01:57:40.625Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/7b/1c55db7242b5e5612b29fc7a630e91ee7a6e3c8e7bf5406d22e206875fbd/cryptography-46.0.7-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:d02c738dacda7dc2a74d1b2b3177042009d5cab7c7079db74afc19e56ca1b455", size = 4385982, upload-time = "2026-04-08T01:57:42.725Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/da/9870eec4b69c63ef5925bf7d8342b7e13bc2ee3d47791461c4e49ca212f4/cryptography-46.0.7-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:04959522f938493042d595a736e7dbdff6eb6cc2339c11465b3ff89343b65f65", size = 4219115, upload-time = "2026-04-08T01:57:44.939Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/72/05aa5832b82dd341969e9a734d1812a6aadb088d9eb6f0430fc337cc5a8f/cryptography-46.0.7-pp311-pypy311_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:3986ac1dee6def53797289999eabe84798ad7817f3e97779b5061a95b0ee4968", size = 4385479, upload-time = "2026-04-08T01:57:46.86Z" },
+]
+
 [[package]]
 name = "cuda-bindings"
 version = "13.2.0"
@@ -155,6 +353,15 @@ nvtx = [
     { name = "nvidia-nvtx", marker = "sys_platform == 'linux' or sys_platform == 'win32'" },
 ]
 
+[[package]]
+name = "docutils"
+version = "0.22.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ae/b6/03bb70946330e88ffec97aefd3ea75ba575cb2e762061e0e62a213befee8/docutils-0.22.4.tar.gz", hash = "sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968", size = 2291750, upload-time = "2025-12-18T19:00:26.443Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/02/10/5da547df7a391dcde17f59520a231527b8571e6f46fc8efb02ccb370ab12/docutils-0.22.4-py3-none-any.whl", hash = "sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de", size = 633196, upload-time = "2025-12-18T19:00:18.077Z" },
+]
+
 [[package]]
 name = "einops"
 version = "0.8.2"
@@ -283,6 +490,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/37/02/4f3f8997d1ea7fe0146b343e5e14bd065fa87af790d07e5576d31b31cc18/huggingface_hub-1.11.0-py3-none-any.whl", hash = "sha256:42a6de0afbfeb5e022222d36398f029679db4eb4778801aafda32257ae9131ab", size = 645499, upload-time = "2026-04-16T13:07:37.716Z" },
 ]
 
+[[package]]
+name = "id"
+version = "1.6.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "urllib3" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6d/04/c2156091427636080787aac190019dc64096e56a23b7364d3c1764ee3a06/id-1.6.1.tar.gz", hash = "sha256:d0732d624fb46fd4e7bc4e5152f00214450953b9e772c182c1c22964def1a069", size = 18088, upload-time = "2026-02-04T16:19:41.26Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/42/77/de194443bf38daed9452139e960c632b0ef9f9a5dd9ce605fdf18ca9f1b1/id-1.6.1-py3-none-any.whl", hash = "sha256:f5ec41ed2629a508f5d0988eda142e190c9c6da971100612c4de9ad9f9b237ca", size = 14689, upload-time = "2026-02-04T16:19:40.051Z" },
+]
+
 [[package]]
 name = "idna"
 version = "3.11"
@@ -292,6 +511,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea", size = 71008, upload-time = "2025-10-12T14:55:18.883Z" },
 ]
 
+[[package]]
+name = "importlib-metadata"
+version = "9.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "zipp" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a9/01/15bb152d77b21318514a96f43af312635eb2500c96b55398d020c93d86ea/importlib_metadata-9.0.0.tar.gz", hash = "sha256:a4f57ab599e6a2e3016d7595cfd72eb4661a5106e787a95bcc90c7105b831efc", size = 56405, upload-time = "2026-03-20T06:42:56.999Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/38/3d/2d244233ac4f76e38533cfcb2991c9eb4c7bf688ae0a036d30725b8faafe/importlib_metadata-9.0.0-py3-none-any.whl", hash = "sha256:2d21d1cc5a017bd0559e36150c21c830ab1dc304dedd1b7ea85d20f45ef3edd7", size = 27789, upload-time = "2026-03-20T06:42:55.665Z" },
+]
+
 [[package]]
 name = "iniconfig"
 version = "2.3.0"
@@ -302,33 +533,48 @@ wheels = [
 ]
 
 [[package]]
-name = "jaxtyping"
+name = "jaraco-classes"
-version = "0.3.7"
+version = "3.4.0"
 source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version < '3.11'",
-]
 dependencies = [
-    { name = "wadler-lindig", marker = "python_full_version < '3.11'" },
+    { name = "more-itertools" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/38/40/a2ea3ce0e3e5f540eb970de7792c90fa58fef1b27d34c83f9fa94fea4729/jaxtyping-0.3.7.tar.gz", hash = "sha256:3bd7d9beb7d3cb01a89f93f90581c6f4fff3e5c5dc3c9307e8f8687a040d10c4", size = 45721, upload-time = "2026-01-30T14:18:47.409Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/06/c0/ed4a27bc5571b99e3cff68f8a9fa5b56ff7df1c2251cc715a652ddd26402/jaraco.classes-3.4.0.tar.gz", hash = "sha256:47a024b51d0239c0dd8c8540c6c7f484be3b8fcf0b2d85c13825780d3b3f3acd", size = 11780, upload-time = "2024-03-31T07:27:36.643Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/78/42/caf65e9a0576a3abadc537e2f831701ba9081f21317fb3be87d64451587a/jaxtyping-0.3.7-py3-none-any.whl", hash = "sha256:303ab8599edf412eeb40bf06c863e3168fa186cf0e7334703fa741ddd7046e66", size = 56101, upload-time = "2026-01-30T14:18:45.954Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/66/b15ce62552d84bbfcec9a4873ab79d993a1dd4edb922cbfccae192bd5b5f/jaraco.classes-3.4.0-py3-none-any.whl", hash = "sha256:f662826b6bed8cace05e7ff873ce0f9283b5c924470fe664fff1c2f00f581790", size = 6777, upload-time = "2024-03-31T07:27:34.792Z" },
 ]
 
 [[package]]
-name = "jaxtyping"
+name = "jaraco-context"
-version = "0.3.9"
+version = "6.1.2"
 source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version >= '3.11'",
-]
 dependencies = [
-    { name = "wadler-lindig", marker = "python_full_version >= '3.11'" },
+    { name = "backports-tarfile", marker = "python_full_version < '3.12'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/c2/be/00294e369938937e31b094437d5ea040e4fd1a20b998ebe572c4a1dcfa68/jaxtyping-0.3.9.tar.gz", hash = "sha256:f8c02d1b623d5f1b6665d4f3ddaec675d70004f16a792102c2fc51264190951d", size = 45857, upload-time = "2026-02-16T10:35:13.263Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/af/50/4763cd07e722bb6285316d390a164bc7e479db9d90daa769f22578f698b4/jaraco_context-6.1.2.tar.gz", hash = "sha256:f1a6c9d391e661cc5b8d39861ff077a7dc24dc23833ccee564b234b81c82dfe3", size = 16801, upload-time = "2026-03-20T22:13:33.922Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/94/05/3e39d416fb92b2738a76e8265e6bfc5d10542f90a7c32ad1eb831eea3fa3/jaxtyping-0.3.9-py3-none-any.whl", hash = "sha256:a00557a9d616eff157491f06ed2e21ed94886fad3832399273eb912b345da378", size = 56274, upload-time = "2026-02-16T10:35:11.795Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/58/bc8954bda5fcda97bd7c19be11b85f91973d67a706ed4a3aec33e7de22db/jaraco_context-6.1.2-py3-none-any.whl", hash = "sha256:bf8150b79a2d5d91ae48629d8b427a8f7ba0e1097dd6202a9059f29a36379535", size = 7871, upload-time = "2026-03-20T22:13:32.808Z" },
+]
+
+[[package]]
+name = "jaraco-functools"
+version = "4.4.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "more-itertools" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/0f/27/056e0638a86749374d6f57d0b0db39f29509cce9313cf91bdc0ac4d91084/jaraco_functools-4.4.0.tar.gz", hash = "sha256:da21933b0417b89515562656547a77b4931f98176eb173644c0d35032a33d6bb", size = 19943, upload-time = "2025-12-21T09:29:43.6Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fd/c4/813bb09f0985cb21e959f21f2464169eca882656849adf727ac7bb7e1767/jaraco_functools-4.4.0-py3-none-any.whl", hash = "sha256:9eec1e36f45c818d9bf307c8948eb03b2b56cd44087b3cdc989abca1f20b9176", size = 10481, upload-time = "2025-12-21T09:29:42.27Z" },
+]
+
+[[package]]
+name = "jeepney"
+version = "0.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7b/6f/357efd7602486741aa73ffc0617fb310a29b588ed0fd69c2399acbb85b0c/jeepney-0.9.0.tar.gz", hash = "sha256:cf0e9e845622b81e4a28df94c40345400256ec608d0e55bb8a3feaa9163f5732", size = 106758, upload-time = "2025-02-27T18:51:01.684Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b2/a3/e137168c9c44d18eff0376253da9f1e9234d0239e0ee230d2fee6cea8e55/jeepney-0.9.0-py3-none-any.whl", hash = "sha256:97e5714520c16fc0a45695e5365a2e11b81ea79bba796e26f9f1d178cb182683", size = 49010, upload-time = "2025-02-27T18:51:00.104Z" },
 ]
 
 [[package]]
@@ -343,18 +589,37 @@ 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 = "keyring"
+version = "25.7.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "importlib-metadata", marker = "python_full_version < '3.12'" },
+    { name = "jaraco-classes" },
+    { name = "jaraco-context" },
+    { name = "jaraco-functools" },
+    { name = "jeepney", marker = "sys_platform == 'linux'" },
+    { name = "pywin32-ctypes", marker = "sys_platform == 'win32'" },
+    { name = "secretstorage", marker = "sys_platform == 'linux'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/43/4b/674af6ef2f97d56f0ab5153bf0bfa28ccb6c3ed4d1babf4305449668807b/keyring-25.7.0.tar.gz", hash = "sha256:fe01bd85eb3f8fb3dd0405defdeac9a5b4f6f0439edbb3149577f244a2e8245b", size = 63516, upload-time = "2025-11-16T16:26:09.482Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/81/db/e655086b7f3a705df045bf0933bdd9c2f79bb3c97bfef1384598bb79a217/keyring-25.7.0-py3-none-any.whl", hash = "sha256:be4a0b195f149690c166e850609a477c532ddbfbaed96a404d4e43f8d5e2689f", size = 39160, upload-time = "2025-11-16T16:26:08.402Z" },
+]
+
 [[package]]
 name = "lora-lite"
 version = "0.0.1"
 source = { editable = "." }
 dependencies = [
     { name = "einops" },
-    { name = "jaxtyping", version = "0.3.7", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
-    { name = "jaxtyping", version = "0.3.9", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "torch" },
 ]
 
 [package.optional-dependencies]
+build = [
+    { name = "twine" },
+]
 hf-test = [
     { name = "accelerate" },
     { name = "safetensors" },
@@ -369,14 +634,14 @@ test = [
 requires-dist = [
     { name = "accelerate", marker = "extra == 'hf-test'", specifier = ">=1.6" },
     { name = "einops", specifier = ">=0.7" },
-    { name = "jaxtyping", specifier = ">=0.2.25" },
     { name = "pytest", marker = "extra == 'test'" },
     { name = "safetensors", marker = "extra == 'hf-test'", specifier = ">=0.5" },
     { name = "tabulate", marker = "extra == 'test'" },
     { name = "torch", specifier = ">=2.1" },
     { name = "transformers", marker = "extra == 'hf-test'", specifier = ">=4.51" },
+    { name = "twine", marker = "extra == 'build'", specifier = ">=6" },
 ]
-provides-extras = ["test", "hf-test"]
+provides-extras = ["build", "test", "hf-test"]
 
 [[package]]
 name = "markdown-it-py"
@@ -484,6 +749,15 @@ 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 = "more-itertools"
+version = "11.0.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a2/f7/139d22fef48ac78127d18e01d80cf1be40236ae489769d17f35c3d425293/more_itertools-11.0.2.tar.gz", hash = "sha256:392a9e1e362cbc106a2457d37cabf9b36e5e12efd4ebff1654630e76597df804", size = 144659, upload-time = "2026-04-09T15:01:33.297Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/cb/98/6af411189d9413534c3eb691182bff1f5c6d44ed2f93f2edfe52a1bbceb8/more_itertools-11.0.2-py3-none-any.whl", hash = "sha256:6e35b35f818b01f691643c6c611bc0902f2e92b46c18fffa77ae1e7c46e912e4", size = 71939, upload-time = "2026-04-09T15:01:32.21Z" },
+]
+
 [[package]]
 name = "mpmath"
 version = "1.3.0"
@@ -517,6 +791,40 @@ 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 = "nh3"
+version = "0.3.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/4e/86/f8d3a7c9bd1bbaa181f6312c757e0b74d25f71ecf84ea3c0dc5e0f01840d/nh3-0.3.4.tar.gz", hash = "sha256:96709a379997c1b28c8974146ca660b0dcd3794f4f6d50c1ea549bab39ac6ade", size = 19520, upload-time = "2026-03-25T10:57:30.789Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fd/5e/c400663d14be2216bc084ed2befc871b7b12563f85d40904f2a4bf0dd2b7/nh3-0.3.4-cp314-cp314t-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:8b61058f34c2105d44d2a4d4241bacf603a1ef5c143b08766bbd0cf23830118f", size = 1417991, upload-time = "2026-03-25T10:56:59.13Z" },
+    { url = "https://files.pythonhosted.org/packages/36/f5/109526f5002ec41322ac8cafd50f0f154bae0c26b9607c0fcb708bdca8ec/nh3-0.3.4-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:554cc2bab281758e94d770c3fb0bf2d8be5fb403ef6b2e8841dd7c1615df7a0f", size = 790566, upload-time = "2026-03-25T10:57:00.445Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/66/38950f2b4b316ffd82ee51ed8f9143d1f56fdd620312cacc91613b77b3e7/nh3-0.3.4-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:dbe76feaa44e2ef9436f345016012a591550e77818876a8de5c8bc2a248e08df", size = 837538, upload-time = "2026-03-25T10:57:01.848Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/9f/9d6da970e9524fe360ea02a2082856390c2c8ba540409d1be6e5851887b3/nh3-0.3.4-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:87dac8d611b4a478400e0821a13b35770e88c266582f065e7249d6a37b0f86e8", size = 1012154, upload-time = "2026-03-25T10:57:03.592Z" },
+    { url = "https://files.pythonhosted.org/packages/54/92/7c85c33c241e9dd51dda115bd3f765e940446588cdaaca62ef8edffe675f/nh3-0.3.4-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:8d697e19f2995b337f648204848ac3a528eaafffc39e7ce4ac6b7a2fbe6c84af", size = 1092516, upload-time = "2026-03-25T10:57:04.726Z" },
+    { url = "https://files.pythonhosted.org/packages/16/0f/597842bdb2890999a3faa2f3fcb02db8aa6ad09320d3d843ff6d0a1f737b/nh3-0.3.4-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:7cae217f031809321db962cd7e092bda8d4e95a87f78c0226628fa6c2ea8ebc5", size = 1053793, upload-time = "2026-03-25T10:57:06.171Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/32/669da65147bc10746d2e1d7a8a3dbfbffe0315f419e74b559e2ee3471a01/nh3-0.3.4-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:07999b998bf89692738f15c0eac76a416382932f855709e0b7488b595c30ec89", size = 1035975, upload-time = "2026-03-25T10:57:07.292Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/7e/9e97a8b3c5161c79b4bf21cc54e9334860a52cc54ede15bf2239ef494b73/nh3-0.3.4-cp314-cp314t-win32.whl", hash = "sha256:ca90397c8d36c1535bf1988b2bed006597337843a164c7ec269dc8813f37536b", size = 600419, upload-time = "2026-03-25T10:57:08.342Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/c7/6849d8d4295d3997d148eacb2d4b1c9faada4895ee3c1b1e12e72f4611e2/nh3-0.3.4-cp314-cp314t-win_amd64.whl", hash = "sha256:41e46b3499918ab6128b6421677b316e79869d0c140da24069d220a94f4e72d1", size = 613342, upload-time = "2026-03-25T10:57:09.593Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/0e/14a3f510f36c20b922c123a2730f071f938d006fb513aacfd46d6cbc03a7/nh3-0.3.4-cp314-cp314t-win_arm64.whl", hash = "sha256:80b955d802bf365bd42e09f6c3d64567dce777d20e97968d94b3e9d9e99b265e", size = 607025, upload-time = "2026-03-25T10:57:10.959Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/57/a97955bc95960cfb1f0517043d60a121f4ba93fde252d4d9ffd3c2a9eead/nh3-0.3.4-cp38-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:d8bebcb20ab4b91858385cd98fe58046ec4a624275b45ef9b976475604f45b49", size = 1439519, upload-time = "2026-03-25T10:57:12.019Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/60/c9a33361da8cde7c7760f091cd10467bc470634e4eea31c8bb70935b00a4/nh3-0.3.4-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0d825722a1e8cbc87d7ca1e47ffb1d2a6cf343ad4c1b8465becf7cadcabcdfd0", size = 833798, upload-time = "2026-03-25T10:57:13.264Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/19/9487790780b8c94eacca37866c1270b747a4af8e244d43b3b550fddbbf62/nh3-0.3.4-cp38-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:4aa8b43e68c26b68069a3b6cef09de166d1d7fa140cf8d77e409a46cbf742e44", size = 820414, upload-time = "2026-03-25T10:57:14.236Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/b4/c6a340dd321d20b1e4a663307032741da045685c87403926c43656f6f5ec/nh3-0.3.4-cp38-abi3-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:f5f214618ad5eff4f2a6b13a8d4da4d9e7f37c569d90a13fb9f0caaf7d04fe21", size = 1061531, upload-time = "2026-03-25T10:57:15.384Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/49/f6b4b474e0032e4bcbb7174b44e4cf6915670e09c62421deb06ccfcb88b8/nh3-0.3.4-cp38-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3390e4333883673a684ce16c1716b481e91782d6f56dec5c85fed9feedb23382", size = 1021889, upload-time = "2026-03-25T10:57:16.454Z" },
+    { url = "https://files.pythonhosted.org/packages/43/da/e52a6941746d1f974752af3fc8591f1dbcdcf7fd8c726c7d99f444ba820e/nh3-0.3.4-cp38-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:18a2e44ccb29cbb45071b8f3f2dab9ebfb41a6516f328f91f1f1fd18196239a4", size = 912965, upload-time = "2026-03-25T10:57:17.624Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/b7/ec1cbc6b297a808c513f59f501656389623fc09ad6a58c640851289c7854/nh3-0.3.4-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0961a27dc2057c38d0364cb05880e1997ae1c80220cbc847db63213720b8f304", size = 804975, upload-time = "2026-03-25T10:57:18.994Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/56/b1275aa2c6510191eed76178da4626b0900402439cb9f27d6b9bf7c6d5e9/nh3-0.3.4-cp38-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:9337517edb7c10228252cce2898e20fb3d77e32ffaccbb3c66897927d74215a0", size = 833400, upload-time = "2026-03-25T10:57:20.086Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/a5/5d574ffa3c6e49a5364d1b25ebad165501c055340056671493beb467a15e/nh3-0.3.4-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d866701affe67a5171b916b5c076e767a74c6a9efb7fb2006eb8d3c5f9a293d5", size = 854277, upload-time = "2026-03-25T10:57:21.433Z" },
+    { url = "https://files.pythonhosted.org/packages/79/36/8aeb2ab21517cefa212db109e41024e02650716cb42bf293d0a88437a92d/nh3-0.3.4-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:47d749d99ae005ab19517224140b280dd56e77b33afb82f9b600e106d0458003", size = 1022021, upload-time = "2026-03-25T10:57:22.433Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/95/9fd860997685e64abe2d5a995ca2eb5004c0fb6d6585429612a7871548b9/nh3-0.3.4-cp38-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:f987cb56458323405e8e5ea827e1befcf141ffa0c0ac797d6d02e6b646056d9a", size = 1103526, upload-time = "2026-03-25T10:57:23.487Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/0d/df545070614c1007f0109bb004230226c9000e7857c9785583ec25cda9d7/nh3-0.3.4-cp38-abi3-musllinux_1_2_i686.whl", hash = "sha256:883d5a6d6ee8078c4afc8e96e022fe579c4c265775ff6ee21e39b8c542cabab3", size = 1068050, upload-time = "2026-03-25T10:57:24.624Z" },
+    { url = "https://files.pythonhosted.org/packages/94/d5/17b016df52df052f714c53be71df26a1943551d9931e9383b92c998b88f8/nh3-0.3.4-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:75643c22f5092d8e209f766ee8108c400bc1e44760fc94d2d638eb138d18f853", size = 1046037, upload-time = "2026-03-25T10:57:25.799Z" },
+    { url = "https://files.pythonhosted.org/packages/51/39/49f737907e6ab2b4ca71855d3bd63dd7958862e9c8b94fb4e5b18ccf6988/nh3-0.3.4-cp38-abi3-win32.whl", hash = "sha256:72e4e9ca1c4bd41b4a28b0190edc2e21e3f71496acd36a0162858e1a28db3d7e", size = 609542, upload-time = "2026-03-25T10:57:27.112Z" },
+    { url = "https://files.pythonhosted.org/packages/73/4f/af8e9071d7464575a7316831938237ffc9d92d27f163dbdd964b1309cd9b/nh3-0.3.4-cp38-abi3-win_amd64.whl", hash = "sha256:c10b1f0c741e257a5cb2978d6bac86e7c784ab20572724b20c6402c2e24bce75", size = 624244, upload-time = "2026-03-25T10:57:28.302Z" },
+    { url = "https://files.pythonhosted.org/packages/44/0c/37695d6b0168f6714b5c492331636a9e6123d6ec22d25876c68d06eab1b8/nh3-0.3.4-cp38-abi3-win_arm64.whl", hash = "sha256:43ad4eedee7e049b9069bc015b7b095d320ed6d167ecec111f877de1540656e9", size = 616649, upload-time = "2026-03-25T10:57:29.623Z" },
+]
+
 [[package]]
 name = "numpy"
 version = "2.2.6"
@@ -859,6 +1167,15 @@ wheels = [
     { 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 = "pygments"
 version = "2.20.0"
@@ -886,6 +1203,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d4/24/a372aaf5c9b7208e7112038812994107bc65a84cd00e0354a88c2c77a617/pytest-9.0.3-py3-none-any.whl", hash = "sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9", size = 375249, upload-time = "2026-04-07T17:16:16.13Z" },
 ]
 
+[[package]]
+name = "pywin32-ctypes"
+version = "0.2.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/85/9f/01a1a99704853cb63f253eea009390c88e7131c67e66a0a02099a8c917cb/pywin32-ctypes-0.2.3.tar.gz", hash = "sha256:d162dc04946d704503b2edc4d55f3dba5c1d539ead017afa00142c38b9885755", size = 29471, upload-time = "2024-08-14T10:15:34.626Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/de/3d/8161f7711c017e01ac9f008dfddd9410dff3674334c233bde66e7ba65bbf/pywin32_ctypes-0.2.3-py3-none-any.whl", hash = "sha256:8a1513379d709975552d202d942d9837758905c8d01eb82b8bcc30918929e7b8", size = 30756, upload-time = "2024-08-14T10:15:33.187Z" },
+]
+
 [[package]]
 name = "pyyaml"
 version = "6.0.3"
@@ -950,6 +1276,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f1/12/de94a39c2ef588c7e6455cfbe7343d3b2dc9d6b6b2f40c4c6565744c873d/pyyaml-6.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b", size = 149341, upload-time = "2025-09-25T21:32:56.828Z" },
 ]
 
+[[package]]
+name = "readme-renderer"
+version = "44.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "docutils" },
+    { name = "nh3" },
+    { name = "pygments" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/5a/a9/104ec9234c8448c4379768221ea6df01260cd6c2ce13182d4eac531c8342/readme_renderer-44.0.tar.gz", hash = "sha256:8712034eabbfa6805cacf1402b4eeb2a73028f72d1166d6f5cb7f9c047c5d1e1", size = 32056, upload-time = "2024-07-08T15:00:57.805Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e1/67/921ec3024056483db83953ae8e48079ad62b92db7880013ca77632921dd0/readme_renderer-44.0-py3-none-any.whl", hash = "sha256:2fbca89b81a08526aadf1357a8c2ae889ec05fb03f5da67f9769c9a592166151", size = 13310, upload-time = "2024-07-08T15:00:56.577Z" },
+]
+
 [[package]]
 name = "regex"
 version = "2026.4.4"
@@ -1071,6 +1411,42 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d5/e7/ec846d560ae6a597115153c02ca6138a7877a1748b2072d9521c10a93e58/regex-2026.4.4-cp314-cp314t-win_arm64.whl", hash = "sha256:af0384cb01a33600c49505c27c6c57ab0b27bf84a74e28524c92ca897ebdac9d", size = 275773, upload-time = "2026-04-03T20:56:26.07Z" },
 ]
 
+[[package]]
+name = "requests"
+version = "2.33.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "charset-normalizer" },
+    { name = "idna" },
+    { name = "urllib3" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/5f/a4/98b9c7c6428a668bf7e42ebb7c79d576a1c3c1e3ae2d47e674b468388871/requests-2.33.1.tar.gz", hash = "sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517", size = 134120, upload-time = "2026-03-30T16:09:15.531Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d7/8e/7540e8a2036f79a125c1d2ebadf69ed7901608859186c856fa0388ef4197/requests-2.33.1-py3-none-any.whl", hash = "sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a", size = 64947, upload-time = "2026-03-30T16:09:13.83Z" },
+]
+
+[[package]]
+name = "requests-toolbelt"
+version = "1.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "requests" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f3/61/d7545dafb7ac2230c70d38d31cbfe4cc64f7144dc41f6e4e4b78ecd9f5bb/requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6", size = 206888, upload-time = "2023-05-01T04:11:33.229Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3f/51/d4db610ef29373b879047326cbf6fa98b6c1969d6f6dc423279de2b1be2c/requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06", size = 54481, upload-time = "2023-05-01T04:11:28.427Z" },
+]
+
+[[package]]
+name = "rfc3986"
+version = "2.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/85/40/1520d68bfa07ab5a6f065a186815fb6610c86fe957bc065754e47f7b0840/rfc3986-2.0.0.tar.gz", hash = "sha256:97aacf9dbd4bfd829baad6e6309fa6573aaf1be3f6fa735c8ab05e46cecb261c", size = 49026, upload-time = "2022-01-10T00:52:30.832Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ff/9a/9afaade874b2fa6c752c36f1548f718b5b83af81ed9b76628329dab81c1b/rfc3986-2.0.0-py2.py3-none-any.whl", hash = "sha256:50b1502b60e289cb37883f3dfd34532b8873c7de9f49bb546641ce9cbd256ebd", size = 31326, upload-time = "2022-01-10T00:52:29.594Z" },
+]
+
 [[package]]
 name = "rich"
 version = "15.0.0"
@@ -1110,6 +1486,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/58/5b/632a58724221ef03d78ab65062e82a1010e1bef8e8e0b9d7c6d7b8044841/safetensors-0.7.0-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:473b32699f4200e69801bf5abf93f1a4ecd432a70984df164fc22ccf39c4a6f3", size = 531885, upload-time = "2025-11-19T15:18:27.146Z" },
 ]
 
+[[package]]
+name = "secretstorage"
+version = "3.5.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography" },
+    { name = "jeepney" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/1c/03/e834bcd866f2f8a49a85eaff47340affa3bfa391ee9912a952a1faa68c7b/secretstorage-3.5.0.tar.gz", hash = "sha256:f04b8e4689cbce351744d5537bf6b1329c6fc68f91fa666f60a380edddcd11be", size = 19884, upload-time = "2025-11-23T19:02:53.191Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b7/46/f5af3402b579fd5e11573ce652019a67074317e18c1935cc0b4ba9b35552/secretstorage-3.5.0-py3-none-any.whl", hash = "sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137", size = 15554, upload-time = "2025-11-23T19:02:51.545Z" },
+]
+
 [[package]]
 name = "setuptools"
 version = "81.0.0"
@@ -1339,6 +1728,26 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f6/56/6113c23ff46c00aae423333eb58b3e60bdfe9179d542781955a5e1514cb3/triton-3.6.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:46bd1c1af4b6704e554cad2eeb3b0a6513a980d470ccfa63189737340c7746a7", size = 188397994, upload-time = "2026-01-20T16:01:14.236Z" },
 ]
 
+[[package]]
+name = "twine"
+version = "6.2.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "id" },
+    { name = "keyring", marker = "platform_machine != 'ppc64le' and platform_machine != 's390x'" },
+    { name = "packaging" },
+    { name = "readme-renderer" },
+    { name = "requests" },
+    { name = "requests-toolbelt" },
+    { name = "rfc3986" },
+    { name = "rich" },
+    { name = "urllib3" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/e0/a8/949edebe3a82774c1ec34f637f5dd82d1cf22c25e963b7d63771083bbee5/twine-6.2.0.tar.gz", hash = "sha256:e5ed0d2fd70c9959770dce51c8f39c8945c574e18173a7b81802dab51b4b75cf", size = 172262, upload-time = "2025-09-04T15:43:17.255Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3a/7a/882d99539b19b1490cac5d77c67338d126e4122c8276bf640e411650c830/twine-6.2.0-py3-none-any.whl", hash = "sha256:418ebf08ccda9a8caaebe414433b0ba5e25eb5e4a927667122fbe8f829f985d8", size = 42727, upload-time = "2025-09-04T15:43:15.994Z" },
+]
+
 [[package]]
 name = "typer"
 version = "0.24.1"
@@ -1364,10 +1773,19 @@ wheels = [
 ]
 
 [[package]]
-name = "wadler-lindig"
+name = "urllib3"
-version = "0.1.7"
+version = "2.6.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/1e/67/cbae4bf7683a64755c2c1778c418fea96d00e34395bb91743f08bd951571/wadler_lindig-0.1.7.tar.gz", hash = "sha256:81d14d3fe77d441acf3ebd7f4aefac20c74128bf460e84b512806dccf7b2cd55", size = 15842, upload-time = "2025-06-18T07:00:42.843Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c7/24/5f1b3bdffd70275f6661c76461e25f024d5a38a46f04aaca912426a2b1d3/urllib3-2.6.3.tar.gz", hash = "sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed", size = 435556, upload-time = "2026-01-07T16:24:43.925Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/8d/96/04e7b441807b26b794da5b11e59ed7f83b2cf8af202bd7eba8ad2fa6046e/wadler_lindig-0.1.7-py3-none-any.whl", hash = "sha256:e3ec83835570fd0a9509f969162aeb9c65618f998b1f42918cfc8d45122fe953", size = 20516, upload-time = "2025-06-18T07:00:41.684Z" },
+    { url = "https://files.pythonhosted.org/packages/39/08/aaaad47bc4e9dc8c725e68f9d04865dbcb2052843ff09c97b08904852d84/urllib3-2.6.3-py3-none-any.whl", hash = "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4", size = 131584, upload-time = "2026-01-07T16:24:42.685Z" },
+]
+
+[[package]]
+name = "zipp"
+version = "3.23.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/30/21/093488dfc7cc8964ded15ab726fad40f25fd3d788fd741cc1c5a17d78ee8/zipp-3.23.1.tar.gz", hash = "sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110", size = 25965, upload-time = "2026-04-13T23:21:46.6Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/08/8a/0861bec20485572fbddf3dfba2910e38fe249796cb73ecdeb74e07eeb8d3/zipp-3.23.1-py3-none-any.whl", hash = "sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc", size = 10378, upload-time = "2026-04-13T23:21:45.386Z" },
 ]