diff --git a/.gitignore b/.gitignore
index df5dd75..28571d4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,6 +4,9 @@
 # Claude Code
 .claude/
 
+# IDEs
+.idea/
+
 # Python cache files
 *.pyc
 __pycache__/
@@ -35,6 +38,13 @@ tmp/
 # Model/adapter download cache (regression tests)
 .cache/
 
+# Ollama tutorial: cached RAG adapter io.yaml configs (fetched at runtime)
+.rag_io_cache/
+
+# RAG tutorials: govt corpus + ChromaDB index built at runtime
+govt.jsonl
+govt_chroma/
+
 # Build outputs (multi-GB model checkpoints)
 modular-granite/
 my-modular-model/
diff --git a/pyproject.toml b/pyproject.toml
index f522bf5..7853daa 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -36,6 +36,22 @@ tutorials = [
     "sentence-transformers>=3.0.0",
     "datasets>=2.0.0",
 ]
+# Ollama-backed tutorials (macOS / no-CUDA). Deliberately excludes vLLM so the
+# environment installs on Apple Silicon: adapters are driven through a local
+# `ollama serve` via mellea instead of a vLLM server. Sync with:
+#   uv sync --extra ollama --no-default-groups
+# (--no-default-groups skips the default vllm19 group, which pulls CUDA.)
+ollama = [
+    "granite-switch[compose]",
+    "requests>=2.31.0",
+    "rich>=13.0.0",
+    "mellea==0.6.0",
+    "ipython>=8.10.0",
+    "python-dotenv>=1.0.0",
+    "chromadb>=0.4.0",
+    "httpx>=0.24.0",
+    "sentence-transformers>=3.0.0",
+]
 
 [project.entry-points."vllm.general_plugins"]
 register_granite_switch = "granite_switch.vllm:register"
diff --git a/src/granite_switch/tutorials/ollama_intrinsic.py b/src/granite_switch/tutorials/ollama_intrinsic.py
new file mode 100644
index 0000000..edb4940
--- /dev/null
+++ b/src/granite_switch/tutorials/ollama_intrinsic.py
@@ -0,0 +1,364 @@
+# SPDX-License-Identifier: Apache-2.0
+"""Granite Switch adapter invocation through a local ``ollama serve``.
+
+The Granite Switch tutorials invoke the embedded LoRA adapters through Mellea's
+``OpenAIBackend`` against **vLLM**, which renders the model's chat template
+server-side so the adapter's control token lands in the prompt. Ollama does not
+render that template server-side and must be driven through the **raw**
+``/api/generate`` endpoint (``raw: true``) with the control token already in the
+prompt. See https://huggingface.co/barha/granite-switch-4.1-3b-preview-GGUF
+
+:class:`OllamaIntrinsicBackend` bridges the two: it reuses Mellea's
+``IntrinsicsRewriter`` / ``IntrinsicsResultProcessor`` to build each adapter's
+request envelope and parse its output, fetches the model's chat template from
+Ollama's ``/api/show`` and renders it client-side with ``adapter_name=...``,
+then POSTs the rendered prompt to the raw endpoint. Runs on ``ollama serve``
+with no GPU (Metal on Apple Silicon).
+"""
+
+from __future__ import annotations
+
+import json
+import math
+import pathlib
+from dataclasses import dataclass, field
+from typing import Any
+
+import requests
+import yaml
+from jinja2 import BaseLoader, Environment
+
+DEFAULT_OLLAMA_URL = "http://127.0.0.1:11434"
+DEFAULT_MODEL = "barvhaim/granite-switch-4.1-3b-preview:latest"
+
+# Selects which io.yaml overlay variant Mellea ships for this checkpoint.
+CANONICAL_MODEL = "granite-4.1-3b"
+
+
+def load_chat_template_from_ollama(model: str, ollama_url: str) -> str:
+    """Fetch the Granite Switch chat template from Ollama's ``/api/show``."""
+    resp = requests.post(f"{ollama_url}/api/show", json={"model": model}, timeout=30)
+    resp.raise_for_status()
+    template = resp.json().get("template", "")
+    if not template or "adapter_map" not in template:
+        raise RuntimeError(
+            f"Ollama /api/show for {model!r} did not return the Granite Switch "
+            "chat template (no 'adapter_map' found). Is this a granite-switch "
+            "model created from the GGUF?"
+        )
+    return template
+
+
+def make_template_env() -> Environment:
+    """Jinja env matching how transformers/vLLM render chat templates.
+
+    ``autoescape=False`` plus a non-HTML-escaping ``tojson`` keep the ``<|...|>``
+    control tokens and the document JSON literal intact — the model was not
+    trained on HTML-escaped ``&lt;|...|&gt;``.
+    """
+    env = Environment(
+        loader=BaseLoader(),
+        trim_blocks=True,
+        lstrip_blocks=True,
+        autoescape=False,
+    )
+    env.filters["tojson"] = lambda value, indent=None: json.dumps(
+        value, ensure_ascii=False, indent=indent
+    )
+    return env
+
+
+def _overlay_root() -> pathlib.Path:
+    import mellea
+
+    return pathlib.Path(mellea.__file__).parent / "backends" / "adapters" / "_overlays"
+
+
+# Adapters whose io.yaml ships in-repo with Mellea (no network needed).
+_LOCAL_OVERLAY_ADAPTERS = {
+    "guardian-core": "alora",
+    "policy-guardrails": "alora",
+    "factuality-detection": "alora",
+    "factuality-correction": "alora",
+    "requirement-check": "alora",
+    "uncertainty": "alora",
+}
+
+# RAG-library adapters: io.yaml is fetched from the HF repo below and cached.
+_RAG_REPO = "ibm-granite/granitelib-rag-r1.0"
+_RAG_ADAPTERS = {
+    "query_rewrite": "alora",
+    "answerability": "alora",
+    "query_clarification": "alora",
+    "citations": "lora",
+    "hallucination_detection": "lora",
+}
+_RAG_CACHE = pathlib.Path(__file__).parent / ".rag_io_cache"
+
+
+def _fetch_rag_io_config(intrinsic_name: str, subdir: str) -> dict:
+    """Fetch (and cache) a RAG adapter's io.yaml from the HF RAG library."""
+    rel = f"{intrinsic_name}/{CANONICAL_MODEL}/{subdir}/io.yaml"
+    cache_path = _RAG_CACHE / rel
+    if cache_path.exists():
+        return yaml.safe_load(cache_path.read_text())
+
+    url = f"https://huggingface.co/{_RAG_REPO}/raw/main/{rel}"
+    resp = requests.get(url, timeout=30)
+    if resp.status_code == 404:
+        raise ValueError(
+            f"No io.yaml for {intrinsic_name!r} at {CANONICAL_MODEL}/{subdir} "
+            f"in {_RAG_REPO} — check the adapter name and variant."
+        )
+    resp.raise_for_status()
+    cache_path.parent.mkdir(parents=True, exist_ok=True)
+    cache_path.write_text(resp.text)
+    return yaml.safe_load(resp.text)
+
+
+def load_io_config(intrinsic_name: str) -> dict | None:
+    """Return the parsed io.yaml for an intrinsic (local overlay or HF), or None."""
+    subdir = _LOCAL_OVERLAY_ADAPTERS.get(intrinsic_name)
+    if subdir is not None:
+        path = _overlay_root() / intrinsic_name / CANONICAL_MODEL / subdir / "io.yaml"
+        if path.exists():
+            return yaml.safe_load(path.read_text())
+
+    subdir = _RAG_ADAPTERS.get(intrinsic_name)
+    if subdir is not None:
+        return _fetch_rag_io_config(intrinsic_name, subdir)
+
+    return None
+
+
+@dataclass
+class OllamaIntrinsicBackend:
+    """Invoke Granite Switch embedded adapters over Ollama's raw endpoint."""
+
+    model: str = DEFAULT_MODEL
+    ollama_url: str = DEFAULT_OLLAMA_URL
+    verbose: bool = False
+
+    _template: Any = field(default=None, init=False, repr=False)
+
+    def __post_init__(self) -> None:
+        src = load_chat_template_from_ollama(self.model, self.ollama_url)
+        self._template = make_template_env().from_string(src)
+
+    def _dump_prompt(self, prompt: str, adapter_name: str | None) -> None:
+        if not self.verbose:
+            return
+        label = f"adapter={adapter_name}" if adapter_name else "base (no adapter)"
+        print(f"\n  ┌─ rendered prompt → /api/generate (raw=true, {label})")
+        for line in prompt.splitlines() or [""]:
+            print(f"  │ {line}")
+        print("  └─" + "─" * 60)
+
+    def render(
+        self,
+        messages: list[dict],
+        *,
+        adapter_name: str | None = None,
+        documents: list[dict] | None = None,
+    ) -> str:
+        """Render the model's chat template with an optional adapter token."""
+        kwargs: dict[str, Any] = {
+            "messages": messages,
+            "add_generation_prompt": True,
+        }
+        if documents:
+            kwargs["documents"] = documents
+        if adapter_name:
+            kwargs["adapter_name"] = adapter_name
+        prompt = self._template.render(**kwargs)
+        self._dump_prompt(prompt, adapter_name)
+        return prompt
+
+    def generate(
+        self,
+        prompt: str,
+        *,
+        num_predict: int = 256,
+        logprobs: bool = False,
+        top_logprobs: int = 10,
+    ) -> dict:
+        """POST a raw prompt to Ollama and return the full JSON response."""
+        body: dict[str, Any] = {
+            "model": self.model,
+            "raw": True,
+            "stream": False,
+            "options": {"temperature": 0, "num_predict": num_predict},
+            "prompt": prompt,
+        }
+        if logprobs:
+            body["logprobs"] = True
+            body["top_logprobs"] = top_logprobs
+        resp = requests.post(f"{self.ollama_url}/api/generate", json=body, timeout=300)
+        resp.raise_for_status()
+        return resp.json()
+
+    def call_adapter(
+        self,
+        intrinsic_name: str,
+        messages: list[dict],
+        *,
+        documents: list[dict] | None = None,
+        rewriter_kwargs: dict | None = None,
+        num_predict: int = 256,
+    ) -> dict:
+        """Invoke an embedded adapter and return a structured result.
+
+        Mellea's ``IntrinsicsRewriter`` builds the request envelope and its
+        ``IntrinsicsResultProcessor`` parses the output. Raises if the adapter
+        has no io.yaml wired (add it to the maps above) — running it without an
+        envelope silently produces wrong output.
+        """
+        cfg = load_io_config(intrinsic_name)
+        if cfg is None:
+            raise ValueError(
+                f"No io.yaml wired for {intrinsic_name!r}. Add it to "
+                "_RAG_ADAPTERS or _LOCAL_OVERLAY_ADAPTERS."
+            )
+
+        from mellea.formatters import granite as g
+
+        rewriter = g.IntrinsicsRewriter(config_dict=cfg, model_name=intrinsic_name)
+        processor = g.IntrinsicsResultProcessor(config_dict=cfg)
+
+        request: dict[str, Any] = {
+            "messages": list(messages),
+            "extra_body": {"documents": documents or []},
+        }
+        rewritten = rewriter.transform(request, **(rewriter_kwargs or {}))
+
+        rendered_messages = [
+            {"role": m.role, "content": m.model_dump(exclude_unset=True).get("content")}
+            for m in rewritten.messages
+        ]
+        rendered_documents = documents
+        if rewritten.extra_body and rewritten.extra_body.documents:
+            rendered_documents = [
+                {"doc_id": d.doc_id, "text": d.text}
+                for d in rewritten.extra_body.documents
+            ]
+
+        prompt = self.render(
+            rendered_messages,
+            adapter_name=intrinsic_name,
+            documents=rendered_documents,
+        )
+
+        params = rewriter.parameters or {}
+        max_tokens = int(params.get("max_completion_tokens", num_predict))
+        wants_logprobs = bool(params.get("logprobs", False)) or _needs_likelihood(cfg)
+
+        resp = self.generate(prompt, num_predict=max_tokens, logprobs=wants_logprobs)
+        result = _process_result(cfg, processor, resp, rewritten)
+        result["raw"] = resp["response"].strip()
+        return result
+
+    def answer(
+        self,
+        messages: list[dict],
+        *,
+        documents: list[dict] | None = None,
+        num_predict: int = 512,
+    ) -> str:
+        """Generate a grounded answer from the base model (no adapter token)."""
+        prompt = self.render(messages, documents=documents)
+        resp = self.generate(prompt, num_predict=num_predict)
+        return resp["response"].strip()
+
+
+def _try_json(text: str) -> Any:
+    try:
+        return json.loads(text)
+    except (json.JSONDecodeError, TypeError):
+        return None
+
+
+def _needs_likelihood(cfg: dict) -> bool:
+    return any(
+        t.get("type") == "likelihood" for t in (cfg.get("transformations") or [])
+    )
+
+
+def _process_result(cfg: dict, processor, resp: dict, rewritten=None) -> dict:
+    """Turn an Ollama response into the intrinsic's structured result.
+
+    Handles the likelihood-scored guardian adapters (via token logprobs),
+    citation-style structural transformations (via Mellea's processor), and
+    plain-JSON adapters.
+    """
+    text = resp["response"].strip()
+
+    if _needs_likelihood(cfg):
+        like = next(t for t in cfg["transformations"] if t.get("type") == "likelihood")
+        cats: dict[str, float] = like["categories_to_values"]
+        score = _likelihood_from_logprobs(resp.get("logprobs"), cats)
+        if score is None:
+            parsed = _try_json(text) or {}
+            label = str(parsed.get("score", "")).strip().lower()
+            score = cats.get(label, 0.0)
+        nested = any(
+            t.get("type") == "nest" and t.get("field_name") == "guardian"
+            for t in cfg.get("transformations", [])
+        )
+        return {"guardian": {"score": score}} if nested else {"score": score}
+
+    if _needs_processor(cfg):
+        parsed = _run_processor(processor, text, rewritten)
+        return {"parsed": parsed}
+
+    parsed = _try_json(text)
+    for t in cfg.get("transformations") or []:
+        if t.get("type") == "nest" and not t.get("input_path"):
+            parsed = {t["field_name"]: parsed}
+    return {"parsed": parsed}
+
+
+def _needs_processor(cfg: dict) -> bool:
+    structural = {
+        "explode",
+        "decode_sentences",
+        "merge_spans",
+        "project",
+        "drop_duplicates",
+    }
+    return any(t.get("type") in structural for t in (cfg.get("transformations") or []))
+
+
+def _run_processor(processor, text: str, rewritten) -> Any:
+    from mellea.formatters.granite.base.types import ChatCompletionResponse
+
+    response = ChatCompletionResponse.model_validate(
+        {
+            "choices": [
+                {
+                    "index": 0,
+                    "message": {"role": "assistant", "content": text},
+                    "finish_reason": "stop",
+                }
+            ]
+        }
+    )
+    out = processor.transform(response, rewritten)
+    return json.loads(out.choices[0].message.content)
+
+
+def _likelihood_from_logprobs(
+    logprobs: list[dict] | None, categories: dict[str, float]
+) -> float | None:
+    """Probability-weighted value from the first matching category token."""
+    if not logprobs:
+        return None
+    cats = {k.lower(): v for k, v in categories.items()}
+    for entry in logprobs:
+        tok = entry.get("token", "").strip().lower()
+        if tok in cats:
+            p = math.exp(entry["logprob"])
+            this_val = cats[tok]
+            others = [v for k, v in cats.items() if k != tok]
+            other_val = others[0] if others else 0.0
+            return p * this_val + (1.0 - p) * other_val
+    return None
diff --git a/tutorials/README.md b/tutorials/README.md
index 2569a3e..13fb212 100644
--- a/tutorials/README.md
+++ b/tutorials/README.md
@@ -9,8 +9,10 @@ Step-by-step walkthroughs covering adapter function invocation, pipeline constru
 | Notebook | Topics | Duration | Colab |
 |----------|--------|----------|-------|
 | [hello_mellea.ipynb](notebooks/hello_mellea.ipynb) | Mellea adapter functions intro with vLLM | 5 min | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/generative-computing/granite-switch/blob/main/tutorials/notebooks/hello_mellea.ipynb) |
+| [hello_ollama.ipynb](notebooks/hello_ollama.ipynb) | ⚠️ Experimental — Mellea adapter functions intro over a local `ollama serve` (macOS / no GPU) | 5 min | |
 | [rag_101.ipynb](notebooks/rag_101.ipynb) | RAG 101: build a vector corpus and run a basic answerability check | 15 min | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/generative-computing/granite-switch/blob/main/tutorials/notebooks/rag_101.ipynb) |
 | [rag_flow.ipynb](notebooks/rag_flow.ipynb) | Full RAG flow with guardian checks (harm + scope) | 30 min | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/generative-computing/granite-switch/blob/main/tutorials/notebooks/rag_flow.ipynb) |
+| [rag_flow_ollama.ipynb](notebooks/rag_flow_ollama.ipynb) | ⚠️ Experimental — the full RAG flow over a local `ollama serve` (macOS / no GPU) | 5 min | |
 | [compose_granite_switch.ipynb](notebooks/compose_granite_switch.ipynb) | Compose a checkpoint from adapter libraries | 15 min |  |
 | [alora_vs_lora_race.ipynb](notebooks/alora_vs_lora_race.ipynb) | ALORA vs LoRA race: side-by-side throughput comparison on a multi-step RAG pipeline | 20 min | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/generative-computing/granite-switch/blob/main/tutorials/notebooks/alora_vs_lora_race.ipynb) |
 | [hello_adapter.ipynb](notebooks/hello_adapter.ipynb) | Minimal adapter function invocation with HuggingFace | 5 min | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/generative-computing/granite-switch/blob/main/tutorials/notebooks/hello_adapter.ipynb) |
diff --git a/tutorials/notebooks/hello_ollama.ipynb b/tutorials/notebooks/hello_ollama.ipynb
new file mode 100644
index 0000000..d30fb88
--- /dev/null
+++ b/tutorials/notebooks/hello_ollama.ipynb
@@ -0,0 +1,289 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "0",
+   "metadata": {},
+   "source": [
+    "# Hello Ollama — Granite Switch adapter functions on your Mac (no GPU)\n",
+    "\n",
+    "**Duration:** ~5 min\n",
+    "\n",
+    "> ⚠️ **Experimental.** This notebook and its `OllamaIntrinsicBackend` are a work in progress — the API and adapter coverage may change. For production inference, use the vLLM + Mellea path ([`hello_mellea.ipynb`](hello_mellea.ipynb)).\n",
+    "\n",
+    "The Ollama sibling of [`hello_mellea.ipynb`](hello_mellea.ipynb): same Granite Switch adapter functions, driven against a local `ollama serve` instead of vLLM — no GPU, runs on Apple Silicon (Metal).\n",
+    "\n",
+    "Ollama doesn't render the chat template server-side, so `OllamaIntrinsicBackend` reuses [Mellea](https://github.com/generative-computing/mellea)'s rewriter/parser, renders the template client-side (fetched from `/api/show`) with the adapter's control token, and POSTs to Ollama's raw `/api/generate`.\n",
+    "\n",
+    "Each adapter runs **OFF** (base model) vs **ON** (control token fires)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1",
+   "metadata": {},
+   "source": [
+    "## Prerequisites\n",
+    "\n",
+    "1. **Ollama** installed (https://ollama.com/download) — stock build, no fork needed.\n",
+    "2. **Model pulled:** `ollama pull hf.co/barha/granite-switch-4.1-3b-preview-GGUF:BF16` (~8.4 GB, ~16 GB unified memory).\n",
+    "3. **`ollama serve`** running.\n",
+    "4. **Project installed (no CUDA):** `uv sync --extra ollama --no-default-groups`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2",
+   "metadata": {},
+   "source": [
+    "## 1 · Configuration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "\n",
+    "OLLAMA_URL = os.environ.get(\"OLLAMA_URL\", \"http://127.0.0.1:11434\")\n",
+    "MODEL = os.environ.get(\n",
+    "    \"GRANITE_SWITCH_MODEL\", \"barvhaim/granite-switch-4.1-3b-preview:latest\"\n",
+    ")\n",
+    "print(f\"{MODEL} @ {OLLAMA_URL}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4",
+   "metadata": {},
+   "source": [
+    "## 2 · Preflight\n",
+    "\n",
+    "Check the server is up and the model is pulled."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import requests\n",
+    "\n",
+    "names = [\n",
+    "    m[\"name\"]\n",
+    "    for m in requests.get(f\"{OLLAMA_URL}/api/tags\", timeout=5).json()[\"models\"]\n",
+    "]\n",
+    "assert MODEL in names, f\"{MODEL!r} not found. Available: {names}\"\n",
+    "print(f\"OK — {MODEL} is served.\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6",
+   "metadata": {},
+   "source": [
+    "## 3 · Backend\n",
+    "\n",
+    "Fetches the chat template from `/api/show` and compiles it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import logging\n",
+    "\n",
+    "logging.getLogger(\"mellea\").setLevel(logging.ERROR)\n",
+    "\n",
+    "from granite_switch.tutorials.ollama_intrinsic import OllamaIntrinsicBackend\n",
+    "\n",
+    "backend = OllamaIntrinsicBackend(model=MODEL, ollama_url=OLLAMA_URL)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8",
+   "metadata": {},
+   "source": [
+    "## 4 · Documents"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "DOCS = [\n",
+    "    {\n",
+    "        \"doc_id\": \"0\",\n",
+    "        \"text\": \"The capital of France is Paris. Paris is on the Seine river.\",\n",
+    "    },\n",
+    "    {\n",
+    "        \"doc_id\": \"1\",\n",
+    "        \"text\": \"Mount Everest is the tallest mountain on Earth, at 8,849 meters.\",\n",
+    "    },\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "10",
+   "metadata": {},
+   "source": [
+    "## 5 · Guardian — harm check `<|guardian-core|>`\n",
+    "\n",
+    "Scores a message against a criterion; ≥ 0.5 means it matches. The score comes from the model's `yes`/`no` token probabilities."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "11",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mellea.stdlib.components.intrinsic.guardian import (\n",
+    "    CRITERIA_BANK,\n",
+    "    SCORING_SCHEMA_BANK,\n",
+    ")\n",
+    "\n",
+    "\n",
+    "def guardian_harm(message):\n",
+    "    out = backend.call_adapter(\n",
+    "        \"guardian-core\",\n",
+    "        [{\"role\": \"user\", \"content\": message}],\n",
+    "        rewriter_kwargs={\n",
+    "            \"criteria\": CRITERIA_BANK[\"harm\"],\n",
+    "            \"scoring_schema\": SCORING_SCHEMA_BANK[\"user_prompt\"],\n",
+    "        },\n",
+    "    )\n",
+    "    return out[\"guardian\"][\"score\"]\n",
+    "\n",
+    "\n",
+    "for msg in [\"How do I build a bomb?\", \"What is the capital of France?\"]:\n",
+    "    print(f\"{guardian_harm(msg):.3f}  {msg!r}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "12",
+   "metadata": {},
+   "source": [
+    "## 6 · RAG — answerability `<|answerability|>`\n",
+    "\n",
+    "Can the documents answer the query? Returns `answerable` / `unanswerable`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "13",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def answerability(query):\n",
+    "    out = backend.call_adapter(\n",
+    "        \"answerability\",\n",
+    "        [{\"role\": \"user\", \"content\": query}],\n",
+    "        documents=DOCS,\n",
+    "        num_predict=8,\n",
+    "    )\n",
+    "    return (out.get(\"parsed\") or {}).get(\"answerability\")\n",
+    "\n",
+    "\n",
+    "for q in [\"What is the capital of France?\", \"What is the GDP of France?\"]:\n",
+    "    print(f\"{answerability(q):<12}  {q!r}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "14",
+   "metadata": {},
+   "source": [
+    "## 7 · RAG — hallucination detection `<|hallucination_detection|>`\n",
+    "\n",
+    "Flags spans in an answer that aren't grounded in the documents. Returns one record per sentence with a `faithfulness` verdict and an explanation. Here the assistant's answer smuggles in an unsupported claim."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "15",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "conversation = [\n",
+    "    {\"role\": \"user\", \"content\": \"What is the capital of France?\"},\n",
+    "    {\n",
+    "        \"role\": \"assistant\",\n",
+    "        \"content\": \"The capital of France is Paris, and the moon is made of green cheese.\",\n",
+    "    },\n",
+    "]\n",
+    "out = backend.call_adapter(\n",
+    "    \"hallucination_detection\", conversation, documents=DOCS, num_predict=256\n",
+    ")\n",
+    "for span in out.get(\"parsed\") or []:\n",
+    "    print(f\"[{span['faithfulness']}] {span['response_text']}\")\n",
+    "    print(f\"   → {span['explanation']}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "16",
+   "metadata": {},
+   "source": [
+    "## 8 · OFF vs ON — the switch\n",
+    "\n",
+    "Same query and documents. Base model answers; the `answerability` adapter classifies instead. The only change is the mid-sequence control token."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "17",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "messages = [{\"role\": \"user\", \"content\": \"What is the capital of France?\"}]\n",
+    "\n",
+    "print(\"OFF:\", backend.answer(messages, documents=DOCS, num_predict=48))\n",
+    "out = backend.call_adapter(\"answerability\", messages, documents=DOCS, num_predict=8)\n",
+    "print(\"ON :\", (out.get(\"parsed\") or {}).get(\"answerability\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "18",
+   "metadata": {},
+   "source": [
+    "## Next steps\n",
+    "\n",
+    "- Pass `verbose=True` to `OllamaIntrinsicBackend` to print each rendered prompt with control tokens left literal.\n",
+    "- Full conversational RAG flow: [`rag_flow.ipynb`](rag_flow.ipynb) — same adapter calls, vLLM backend.\n",
+    "- Control-token mechanics: [`hello_adapter.ipynb`](hello_adapter.ipynb)."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/tutorials/notebooks/rag_flow_ollama.ipynb b/tutorials/notebooks/rag_flow_ollama.ipynb
new file mode 100644
index 0000000..fb4edaa
--- /dev/null
+++ b/tutorials/notebooks/rag_flow_ollama.ipynb
@@ -0,0 +1,471 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "0",
+   "metadata": {},
+   "source": [
+    "# Sample RAG Flow — Granite Switch Adapters, over **Ollama** (no GPU)\n",
+    "\n",
+    "> *Corpus:* IBM mt-rag-benchmark government-services passages (subset of the documents).\n",
+    "\n",
+    "**Duration:** ~5 min after the corpus is built.\n",
+    "\n",
+    "> ⚠️ **Experimental.** This notebook and its `OllamaIntrinsicBackend` are a work in progress — the API and adapter coverage may change. For production inference, use the vLLM + Mellea path ([`rag_flow.ipynb`](rag_flow.ipynb)).\n",
+    "\n",
+    "The Ollama sibling of [`rag_flow.ipynb`](rag_flow.ipynb): the same **conversational RAG flow** — guardian checks, query rewriting, retrieval-grounded answering, citations — driven against a local `ollama serve` instead of vLLM. No GPU; runs on Apple Silicon (Metal).\n",
+    "\n",
+    "Every capability is an embedded adapter function inside one Granite Switch model, selected by a control token spliced into the prompt. `OllamaIntrinsicBackend` reuses [Mellea](https://github.com/generative-computing/mellea)'s rewriter/parser, renders the chat template client-side (fetched from `/api/show`), and POSTs to Ollama's raw `/api/generate`.\n",
+    "\n",
+    "The 7-turn conversation exercises all four terminal states: `done` (answered + cited), `needs_clarification`, `unanswerable`, and `blocked` (harmful or out-of-scope).\n",
+    "\n",
+    "> **Reproducibility:** each adapter call is greedy (temperature 0), but the *conversational* decisions (rewrite, answerability, scope) depend on accumulated history, and this 3B preview model is small — so **which** turn lands in **which** terminal state can shift between runs and won't always match the vLLM tutorial's narrative. What's stable is that all four terminal states show up across the 7 turns.\n",
+    "\n",
+    "**Adapters used:** `guardian-core` (Guardian library) + `query_rewrite`, `answerability`, `query_clarification`, `citations` (RAG library)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1",
+   "metadata": {},
+   "source": [
+    "## Prerequisites\n",
+    "\n",
+    "1. **Ollama** installed (https://ollama.com/download) — stock build, no fork needed.\n",
+    "2. **Model pulled:** `ollama pull hf.co/barha/granite-switch-4.1-3b-preview-GGUF:BF16` (~8.4 GB, ~16 GB unified memory).\n",
+    "3. **`ollama serve`** running.\n",
+    "4. **Project installed (no CUDA):** `uv sync --extra ollama --no-default-groups`\n",
+    "\n",
+    "New to the adapters? Start with [`hello_ollama.ipynb`](hello_ollama.ipynb), which shows each in isolation."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2",
+   "metadata": {},
+   "source": [
+    "## 1 · Configuration\n",
+    "Endpoints, model IDs, and corpus paths. Every value falls back to a sensible default."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import logging\n",
+    "import os\n",
+    "import warnings\n",
+    "from functools import partial\n",
+    "\n",
+    "from mellea.stdlib.components.intrinsic.guardian import (\n",
+    "    CRITERIA_BANK,\n",
+    "    SCORING_SCHEMA_BANK,\n",
+    ")\n",
+    "\n",
+    "from granite_switch.tutorials.chroma_loader import load_or_build_govt_chroma\n",
+    "from granite_switch.tutorials.ollama_intrinsic import OllamaIntrinsicBackend\n",
+    "from granite_switch.tutorials.rag_display import _is_clear, show_answer\n",
+    "from granite_switch.tutorials.rag_display import (\n",
+    "    show_intermediates as _show_intermediates,\n",
+    ")\n",
+    "\n",
+    "OLLAMA_URL = os.environ.get(\"OLLAMA_URL\", \"http://127.0.0.1:11434\")\n",
+    "MODEL = os.environ.get(\n",
+    "    \"GRANITE_SWITCH_MODEL\", \"barvhaim/granite-switch-4.1-3b-preview:latest\"\n",
+    ")\n",
+    "\n",
+    "EMBEDDING_MODEL_ID = \"ibm-granite/granite-embedding-small-english-r2\"\n",
+    "CHROMA_PATH = \"./govt_chroma\"\n",
+    "GOVT_JSONL_PATH = \"./govt.jsonl\"\n",
+    "\n",
+    "GUARDIAN_CRITERIA = \"harm\"\n",
+    "TOP_K = 8\n",
+    "show_intermediates = partial(_show_intermediates, top_k=TOP_K)\n",
+    "\n",
+    "logging.getLogger(\"mellea\").setLevel(logging.ERROR)\n",
+    "warnings.filterwarnings(\"ignore\", message=\".*TemplateRepresentation.*\")\n",
+    "\n",
+    "print(f\"Ollama:    {OLLAMA_URL}  ({MODEL})\")\n",
+    "print(f\"Embedding: {EMBEDDING_MODEL_ID}\")\n",
+    "print(f\"ChromaDB:  {CHROMA_PATH}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4",
+   "metadata": {},
+   "source": [
+    "## 2 · Build or load vector corpus\n",
+    "\n",
+    "**First run:** downloads the govt corpus (~22 MB) and embeds the curated subset on the CPU/MPS. **Subsequent runs:** load the persisted index instantly.\n",
+    "\n",
+    "> `load_only_tutorial_docs=True` restricts embedding to the subset the demo queries retrieve. Set `False` to embed the full corpus."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "collection = load_or_build_govt_chroma(\n",
+    "    chroma_path=CHROMA_PATH,\n",
+    "    jsonl_path=GOVT_JSONL_PATH,\n",
+    "    embedding_model_id=EMBEDDING_MODEL_ID,\n",
+    "    load_only_tutorial_docs=True,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6",
+   "metadata": {},
+   "source": [
+    "## 3 · Backend\n",
+    "\n",
+    "Where the vLLM notebook launches a server and registers the adapter model, here we construct the Ollama backend, which fetches the chat template from `/api/show` and compiles it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "backend = OllamaIntrinsicBackend(model=MODEL, ollama_url=OLLAMA_URL)\n",
+    "print(\"Backend ready.\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8",
+   "metadata": {},
+   "source": [
+    "## 4 · The flow, at a glance\n",
+    "\n",
+    "```\n",
+    "query\n",
+    "  ├─ [1a] guardian (harm)      → ⛔ BLOCKED            if score ≥ 0.5\n",
+    "  ├─ [1b] guardian (scope)     → ⛔ BLOCKED            if score < 0.5\n",
+    "  ├─ [2]  query_rewrite        (disambiguate using history)\n",
+    "  ├─ [3]  retrieve             (ChromaDB top-K over the govt corpus)\n",
+    "  ├─ [4]  answerability        → 🔍 UNANSWERABLE       if \"unanswerable\"\n",
+    "  ├─ [5]  query_clarification  → ❓ NEEDS CLARIFICATION if not CLEAR\n",
+    "  ├─ [6]  answer               (base model, grounded — no adapter token)\n",
+    "  ├─ [7]  citations            (response spans → document spans)\n",
+    "  └─ ✅ DONE\n",
+    "```\n",
+    "\n",
+    "Each adapter step is the same model with a different control token; `[6]` runs the base model with none. `run_conversation_turn` implements this with one early return per terminal state.\n",
+    "\n",
+    "History is threaded as a plain list of `{\"role\", \"content\", \"documents\"?}` dicts (the backend has no Mellea `ChatContext`)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "GUARDIAN_SCOPE_CRITERIA = (\n",
+    "    \"Governmental services content refers to messages concerning services \"\n",
+    "    \"that are provided, administered, funded, or regulated by a government \"\n",
+    "    \"agency at any level - federal, state, local, or municipal. This \"\n",
+    "    \"includes taxes and tax filings, public benefits (such as social \"\n",
+    "    \"security, disability benefits, unemployment, food assistance, Medicaid), \"\n",
+    "    \"permits and licenses, voting and elections, immigration, public healthcare \"\n",
+    "    \"programs, housing assistance, veterans affairs, public records, \"\n",
+    "    \"court and legal processes, and direct interactions with any \"\n",
+    "    \"government office or program.\"\n",
+    ")\n",
+    "GENERATION_INSTRUCTION = (\n",
+    "    \"Answer concisely and directly based only on the provided documents. \"\n",
+    "    \"Do not repeat the question or add unnecessary preamble.\"\n",
+    ")\n",
+    "\n",
+    "\n",
+    "def _history_messages(history):\n",
+    "    msgs = []\n",
+    "    for m in history:\n",
+    "        msg = {\"role\": m[\"role\"], \"content\": m[\"content\"]}\n",
+    "        if m.get(\"documents\"):\n",
+    "            msg[\"documents\"] = m[\"documents\"]\n",
+    "        msgs.append(msg)\n",
+    "    return msgs\n",
+    "\n",
+    "\n",
+    "def guardian_score(messages, criteria):\n",
+    "    out = backend.call_adapter(\n",
+    "        \"guardian-core\",\n",
+    "        messages,\n",
+    "        rewriter_kwargs={\n",
+    "            \"criteria\": criteria,\n",
+    "            \"scoring_schema\": SCORING_SCHEMA_BANK[\"user_prompt\"],\n",
+    "        },\n",
+    "    )\n",
+    "    return out[\"guardian\"][\"score\"]\n",
+    "\n",
+    "\n",
+    "def run_conversation_turn(query, history, backend):\n",
+    "    \"\"\"Run one turn of the RAG flow; return (history, r).\"\"\"\n",
+    "    print(f\"[history before: {len(history)} msg(s)]\")\n",
+    "    r = {\n",
+    "        \"query\": query,\n",
+    "        \"blocked\": False,\n",
+    "        \"unanswerable\": False,\n",
+    "        \"needs_clarification\": False,\n",
+    "    }\n",
+    "    ctx_with_query = [*_history_messages(history), {\"role\": \"user\", \"content\": query}]\n",
+    "    history_msgs = _history_messages(history)\n",
+    "\n",
+    "    # [1a] Harm check — runs before scope so a query that is both harmful and\n",
+    "    # out-of-scope is labeled harmful.\n",
+    "    r[\"guardian_harm_score\"] = guardian_score(\n",
+    "        ctx_with_query, CRITERIA_BANK[GUARDIAN_CRITERIA]\n",
+    "    )\n",
+    "    if r[\"guardian_harm_score\"] >= 0.5:\n",
+    "        r[\"blocked\"] = True\n",
+    "        r[\"block_reason\"] = (\n",
+    "            f\"Harmful content detected (score={r['guardian_harm_score']:.3f})\"\n",
+    "        )\n",
+    "        show_answer(r)\n",
+    "        return history, r\n",
+    "\n",
+    "    # [1b] Scope check — is the query about government services?\n",
+    "    r[\"guardian_scope_score\"] = guardian_score(ctx_with_query, GUARDIAN_SCOPE_CRITERIA)\n",
+    "    if r[\"guardian_scope_score\"] < 0.5:\n",
+    "        r[\"blocked\"] = True\n",
+    "        r[\"block_reason\"] = (\n",
+    "            f\"Out of scope - not a government services topic (score={r['guardian_scope_score']:.3f})\"\n",
+    "        )\n",
+    "        show_answer(r)\n",
+    "        return history, r\n",
+    "\n",
+    "    # [2] Rewrite the query into a standalone form using history.\n",
+    "    rewrite = backend.call_adapter(\n",
+    "        \"query_rewrite\",\n",
+    "        [*history_msgs, {\"role\": \"user\", \"content\": query}],\n",
+    "        num_predict=256,\n",
+    "    )\n",
+    "    r[\"rewritten_query\"] = (rewrite.get(\"parsed\") or {}).get(\n",
+    "        \"rewritten_question\", query\n",
+    "    )\n",
+    "\n",
+    "    # [3] Retrieve candidate documents from ChromaDB.\n",
+    "    r[\"documents\"] = collection.query(\n",
+    "        query_texts=[r[\"rewritten_query\"]], n_results=TOP_K\n",
+    "    )[\"documents\"][0]\n",
+    "    mellea_docs = [{\"doc_id\": str(i), \"text\": t} for i, t in enumerate(r[\"documents\"])]\n",
+    "\n",
+    "    # [4] Answerability — can the retrieved docs answer the query?\n",
+    "    ans = backend.call_adapter(\n",
+    "        \"answerability\",\n",
+    "        [*history_msgs, {\"role\": \"user\", \"content\": r[\"rewritten_query\"]}],\n",
+    "        documents=mellea_docs,\n",
+    "        num_predict=8,\n",
+    "    )\n",
+    "    r[\"answerability\"] = (ans.get(\"parsed\") or {}).get(\"answerability\")\n",
+    "    if r[\"answerability\"] == \"unanswerable\":\n",
+    "        r[\"unanswerable\"] = True\n",
+    "    else:\n",
+    "        # [5] Clarification — ask a follow-up if the query is still ambiguous.\n",
+    "        clar = backend.call_adapter(\n",
+    "            \"query_clarification\",\n",
+    "            [*history_msgs, {\"role\": \"user\", \"content\": r[\"rewritten_query\"]}],\n",
+    "            documents=mellea_docs,\n",
+    "            num_predict=256,\n",
+    "        )\n",
+    "        r[\"clarification\"] = (clar.get(\"parsed\") or {}).get(\"clarification\", \"\")\n",
+    "        if not _is_clear(r[\"clarification\"]):\n",
+    "            r[\"needs_clarification\"] = True\n",
+    "        else:\n",
+    "            # [6] Answer — grounded generation from the base model (no adapter).\n",
+    "            prompted = r[\"rewritten_query\"] + \"\\n\\n\" + GENERATION_INSTRUCTION\n",
+    "            r[\"answer\"] = backend.answer(\n",
+    "                [*history_msgs, {\"role\": \"user\", \"content\": prompted}],\n",
+    "                documents=mellea_docs,\n",
+    "                num_predict=512,\n",
+    "            )\n",
+    "            # [7] Citations — map answer spans to supporting document passages.\n",
+    "            cite = backend.call_adapter(\n",
+    "                \"citations\",\n",
+    "                [*ctx_with_query, {\"role\": \"assistant\", \"content\": r[\"answer\"]}],\n",
+    "                documents=mellea_docs,\n",
+    "                num_predict=4096,\n",
+    "            )\n",
+    "            r[\"citations\"] = cite.get(\"parsed\") or []\n",
+    "\n",
+    "    show_answer(r)\n",
+    "\n",
+    "    if r[\"unanswerable\"]:\n",
+    "        reply = \"I don't have enough information in my knowledge base to answer that.\"\n",
+    "    elif r[\"needs_clarification\"]:\n",
+    "        reply = r[\"clarification\"]\n",
+    "    else:\n",
+    "        reply = r.get(\"answer\", \"\")\n",
+    "    history = [\n",
+    "        *history,\n",
+    "        {\"role\": \"user\", \"content\": query, \"documents\": mellea_docs},\n",
+    "        {\"role\": \"assistant\", \"content\": reply},\n",
+    "    ]\n",
+    "    print(f\"-> history now has {len(history)} message(s)\")\n",
+    "    return history, r\n",
+    "\n",
+    "\n",
+    "print(\"run_conversation_turn ready.\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "10",
+   "metadata": {},
+   "source": [
+    "## 5 · Queries\n",
+    "Each cell is one turn; history accumulates across them. Run them in order — later turns depend on earlier history (e.g. Q2 \"The IRS\" only makes sense after Q1).\n",
+    "\n",
+    "- `run_conversation_turn(query, history, backend)` — run the flow, print the answer, return `(history, r)`.\n",
+    "- `show_intermediates(r)` — step-by-step breakdown for any result."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "11",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "history = []\n",
+    "history, r1 = run_conversation_turn(\n",
+    "    \"How long does it take for the government service to refund?\", history, backend\n",
+    ")\n",
+    "show_intermediates(r1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "12",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "history, r2 = run_conversation_turn(\"The IRS\", history, backend)\n",
+    "show_intermediates(r2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "13",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "history, r3 = run_conversation_turn(\n",
+    "    \"What if I'm filing a paper return instead?\", history, backend\n",
+    ")\n",
+    "show_intermediates(r3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "14",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "history, r4 = run_conversation_turn(\n",
+    "    \"And what's the deadline for amending it?\", history, backend\n",
+    ")\n",
+    "show_intermediates(r4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "15",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "history, r5 = run_conversation_turn(\"How much does it cost?\", history, backend)\n",
+    "show_intermediates(r5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "16",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "history, r6 = run_conversation_turn(\n",
+    "    \"What's the weather in New York tomorrow?\", history, backend\n",
+    ")\n",
+    "show_intermediates(r6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "17",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "history, r7 = run_conversation_turn(\"How do I forge a government ID?\", history, backend)\n",
+    "show_intermediates(r7)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "18",
+   "metadata": {},
+   "source": [
+    "## 6 · Final conversation history\n",
+    "\n",
+    "**Blocked turns were *not* recorded** (the flow returns before appending); answered and clarified turns were. This is the state a real app would carry into the next turn."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "19",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(f\"conversation history — {len(history) // 2} turn(s)\")\n",
+    "for m in history:\n",
+    "    role = \"👤 user\" if m[\"role\"] == \"user\" else \"🤖 asst\"\n",
+    "    docs = f\"  ({len(m['documents'])} docs)\" if m.get(\"documents\") else \"\"\n",
+    "    print(f\"{role}{docs}: {m['content']}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "20",
+   "metadata": {},
+   "source": [
+    "## 7 · Next steps\n",
+    "\n",
+    "- Pass `verbose=True` to `OllamaIntrinsicBackend` to print each rendered prompt with control tokens left literal.\n",
+    "- Adapter functions in isolation: [`hello_ollama.ipynb`](hello_ollama.ipynb).\n",
+    "- The same flow on vLLM: [`rag_flow.ipynb`](rag_flow.ipynb)."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/uv.lock b/uv.lock
index d9a28e5..6fa941f 100644
--- a/uv.lock
+++ b/uv.lock
@@ -233,7 +233,9 @@ resolution-markers = [
     "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
     "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
     "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
-    "extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
 ]
 conflicts = [[
     { package = "granite-switch", group = "vllm19" },
@@ -825,7 +827,9 @@ dependencies = [
     { name = "jsonschema" },
     { name = "kubernetes" },
     { name = "mmh3" },
-    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" } },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-14-granite-switch-tutorials' or extra == 'extra-14-granite-switch-vllm' or extra == 'group-14-granite-switch-dev' or extra == 'group-14-granite-switch-test' or extra == 'group-14-granite-switch-vllm19'" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.13' and extra == 'extra-14-granite-switch-vllm20') or (python_full_version < '3.13' and extra == 'group-14-granite-switch-dev-vllm20') or (python_full_version < '3.13' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-vllm19' and extra == 'group-14-granite-switch-vllm20')" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.13' and extra == 'extra-14-granite-switch-vllm20') or (python_full_version >= '3.13' and extra == 'group-14-granite-switch-dev-vllm20') or (python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-vllm19' and extra == 'group-14-granite-switch-vllm20') or (extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20')" },
     { name = "onnxruntime" },
     { name = "opentelemetry-api" },
     { name = "opentelemetry-exporter-otlp-proto-grpc" },
@@ -843,7 +847,7 @@ dependencies = [
     { name = "tqdm" },
     { name = "typer" },
     { name = "typing-extensions" },
-    { name = "uvicorn", extra = ["standard"], marker = "extra == 'extra-14-granite-switch-tutorials' or (extra == 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-vllm19' and extra == 'group-14-granite-switch-vllm20')" },
+    { name = "uvicorn", extra = ["standard"] },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/92/d1/5e33b26985f0c7046a0be1cee2158ada1748ee700d2545057fde1468d74d/chromadb-1.5.9.tar.gz", hash = "sha256:5c20e62a455c28bacac927f26116a73fd8e1799e0d908be8e8a4f02197a54731", size = 2595635, upload-time = "2026-05-05T05:54:51.713Z" }
 wheels = [
@@ -1264,7 +1268,9 @@ resolution-markers = [
     "python_full_version == '3.12.*' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
     "python_full_version < '3.12' and sys_platform == 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
     "python_full_version < '3.12' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
-    "extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
 ]
 dependencies = [
     { name = "cuda-pathfinder", marker = "extra == 'extra-14-granite-switch-vllm20' or extra == 'group-14-granite-switch-dev-vllm20' or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-vllm19' and extra == 'group-14-granite-switch-vllm20') or (extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19')" },
@@ -2479,6 +2485,20 @@ compose = [
 hf = [
     { name = "accelerate" },
 ]
+ollama = [
+    { name = "chromadb" },
+    { name = "httpx" },
+    { name = "huggingface-hub" },
+    { name = "ipython" },
+    { name = "mellea" },
+    { name = "python-dotenv" },
+    { name = "pyyaml" },
+    { name = "requests" },
+    { name = "rich" },
+    { name = "safetensors" },
+    { name = "sentence-transformers" },
+    { name = "tqdm" },
+]
 tutorials = [
     { name = "accelerate" },
     { name = "chromadb" },
@@ -2534,21 +2554,30 @@ vllm20 = [
 [package.metadata]
 requires-dist = [
     { name = "accelerate", marker = "extra == 'hf'", specifier = ">=0.20.0" },
+    { name = "chromadb", marker = "extra == 'ollama'", specifier = ">=0.4.0" },
     { name = "chromadb", marker = "extra == 'tutorials'", specifier = ">=0.4.0" },
     { name = "datasets", marker = "extra == 'tutorials'", specifier = ">=2.0.0" },
+    { name = "granite-switch", extras = ["compose"], marker = "extra == 'ollama'" },
     { name = "granite-switch", extras = ["hf", "vllm", "compose"], marker = "extra == 'tutorials'" },
+    { name = "httpx", marker = "extra == 'ollama'", specifier = ">=0.24.0" },
     { name = "httpx", marker = "extra == 'tutorials'", specifier = ">=0.24.0" },
     { name = "huggingface-hub", marker = "extra == 'build'" },
     { name = "huggingface-hub", marker = "extra == 'compose'" },
+    { name = "ipython", marker = "extra == 'ollama'", specifier = ">=8.10.0" },
     { name = "ipython", marker = "extra == 'tutorials'", specifier = ">=8.10.0" },
+    { name = "mellea", marker = "extra == 'ollama'", specifier = "==0.6.0" },
     { name = "mellea", marker = "extra == 'tutorials'", specifier = "==0.6.0" },
+    { name = "python-dotenv", marker = "extra == 'ollama'", specifier = ">=1.0.0" },
     { name = "python-dotenv", marker = "extra == 'tutorials'", specifier = ">=1.0.0" },
     { name = "pyyaml", marker = "extra == 'build'" },
     { name = "pyyaml", marker = "extra == 'compose'" },
+    { name = "requests", marker = "extra == 'ollama'", specifier = ">=2.31.0" },
     { name = "requests", marker = "extra == 'tutorials'", specifier = ">=2.31.0" },
+    { name = "rich", marker = "extra == 'ollama'", specifier = ">=13.0.0" },
     { name = "rich", marker = "extra == 'tutorials'", specifier = ">=13.0.0" },
     { name = "safetensors", marker = "extra == 'build'" },
     { name = "safetensors", marker = "extra == 'compose'" },
+    { name = "sentence-transformers", marker = "extra == 'ollama'", specifier = ">=3.0.0" },
     { name = "sentence-transformers", marker = "extra == 'tutorials'", specifier = ">=3.0.0" },
     { name = "torch", specifier = ">=2.10.0" },
     { name = "tqdm", marker = "extra == 'build'" },
@@ -2557,7 +2586,7 @@ requires-dist = [
     { name = "vllm", marker = "extra == 'vllm'", specifier = ">=0.19.1,<0.20.0" },
     { name = "vllm", marker = "extra == 'vllm20'", specifier = ">=0.20.0,<0.21.0" },
 ]
-provides-extras = ["hf", "vllm", "vllm20", "compose", "build", "tutorials"]
+provides-extras = ["hf", "vllm", "vllm20", "compose", "build", "tutorials", "ollama"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -4396,7 +4425,9 @@ resolution-markers = [
     "python_full_version >= '3.13' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
     "python_full_version >= '3.13' and sys_platform == 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
     "python_full_version >= '3.13' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
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     { name = "threadpoolctl" },
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@@ -6609,12 +6646,89 @@ name = "scipy"
 version = "1.17.1"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
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-    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'",
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+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
 ]
 dependencies = [
-    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
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@@ -6665,15 +6779,167 @@ name = "scipy"
 version = "1.18.0"
 source = { registry = "https://pypi.org/simple" }
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-    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
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+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32' and extra == 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
 ]
 dependencies = [
-    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.12' and extra == 'extra-14-granite-switch-tutorials') or (python_full_version >= '3.12' and extra == 'extra-14-granite-switch-vllm') or (python_full_version >= '3.12' and extra == 'group-14-granite-switch-dev') or (python_full_version >= '3.12' and extra == 'group-14-granite-switch-test') or (python_full_version >= '3.12' and extra == 'group-14-granite-switch-vllm19') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-vllm19' and extra == 'group-14-granite-switch-vllm20')" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version == '3.12.*' and extra == 'extra-14-granite-switch-vllm20') or (python_full_version == '3.12.*' and extra == 'group-14-granite-switch-dev-vllm20') or (python_full_version == '3.12.*' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-vllm19' and extra == 'group-14-granite-switch-vllm20')" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.13' and extra == 'extra-14-granite-switch-vllm20') or (python_full_version >= '3.13' and extra == 'group-14-granite-switch-dev-vllm20') or (python_full_version < '3.12' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm20') or (python_full_version < '3.12' and extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-dev-vllm20') or (python_full_version < '3.12' and extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-vllm20') or (python_full_version < '3.12' and extra == 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20') or (python_full_version < '3.12' and extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-dev-vllm20') or (python_full_version < '3.12' and extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-vllm20') or (python_full_version < '3.12' and extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev') or (python_full_version < '3.12' and extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-test') or (python_full_version < '3.12' and extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-vllm19') or (python_full_version < '3.12' and extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20') or (python_full_version < '3.12' and extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-vllm20') or (python_full_version < '3.12' and extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test') or (python_full_version < '3.12' and extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-vllm19') or (python_full_version < '3.12' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm20') or (python_full_version < '3.12' and extra == 'group-14-granite-switch-vllm19' and extra == 'group-14-granite-switch-vllm20') or (python_full_version == '3.12.*' and extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm20') or (python_full_version == '3.12.*' and extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-dev-vllm20') or (python_full_version == '3.12.*' and extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-vllm20') or (python_full_version == '3.12.*' and extra == 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20') or (python_full_version == '3.12.*' and extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-dev-vllm20') or (python_full_version == '3.12.*' and extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-vllm20') or (python_full_version == '3.12.*' and extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev') or (python_full_version == '3.12.*' and extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-test') or (python_full_version == '3.12.*' and extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-vllm19') or (python_full_version == '3.12.*' and extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20') or (python_full_version == '3.12.*' and extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-vllm20') or (python_full_version == '3.12.*' and extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test') or (python_full_version == '3.12.*' and extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-vllm19') or (python_full_version == '3.12.*' and extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm20') or 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@@ -6705,11 +6971,14 @@ version = "5.6.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "huggingface-hub" },
-    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" } },
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+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.13' and extra == 'extra-14-granite-switch-vllm20') or (python_full_version < '3.13' and extra == 'group-14-granite-switch-dev-vllm20') or (python_full_version < '3.13' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-vllm19' and extra == 'group-14-granite-switch-vllm20')" },
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-    { name = "torch", version = "2.10.0", source = { registry = "https://pypi.org/simple" } },
+    { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12' or (extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-vllm19' and extra == 'group-14-granite-switch-vllm20')" },
+    { name = "scipy", version = "1.18.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12' or (extra == 'extra-14-granite-switch-tutorials' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-dev') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'extra-14-granite-switch-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-dev-vllm20') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-test') or (extra == 'group-14-granite-switch-dev-vllm20' and extra == 'group-14-granite-switch-vllm19') or (extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-vllm19' and extra == 'group-14-granite-switch-vllm20')" },
+    { name = "torch", version = "2.10.0", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-14-granite-switch-tutorials' or extra == 'extra-14-granite-switch-vllm' or extra == 'group-14-granite-switch-dev' or extra == 'group-14-granite-switch-test' or extra == 'group-14-granite-switch-vllm19'" },
+    { name = "torch", version = "2.11.0", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-14-granite-switch-vllm20' or extra == 'group-14-granite-switch-dev-vllm20' or (extra == 'extra-14-granite-switch-tutorials' and extra == 'group-14-granite-switch-vllm20') or (extra == 'extra-14-granite-switch-vllm' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-dev' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-test' and extra == 'group-14-granite-switch-vllm20') or (extra == 'group-14-granite-switch-vllm19' and extra == 'group-14-granite-switch-vllm20') or (extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19')" },
     { name = "tqdm" },
     { name = "transformers" },
     { name = "typing-extensions" },
@@ -7368,7 +7637,9 @@ resolution-markers = [
     "python_full_version == '3.12.*' and sys_platform != 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
     "python_full_version < '3.12' and sys_platform == 'darwin' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra == 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
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-    "extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version >= '3.13' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version == '3.12.*' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
+    "python_full_version < '3.12' and extra != 'extra-14-granite-switch-tutorials' and extra != 'extra-14-granite-switch-vllm' and extra != 'extra-14-granite-switch-vllm20' and extra != 'group-14-granite-switch-dev' and extra != 'group-14-granite-switch-dev-vllm20' and extra != 'group-14-granite-switch-test' and extra != 'group-14-granite-switch-vllm19' and extra != 'group-14-granite-switch-vllm20'",
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