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chore: bump 0.8.11 -> 0.8.12
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Cargo.lock

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Cargo.toml

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resolver = "2"
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[workspace.package]
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version = "0.8.11"
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version = "0.8.12"
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edition = "2021"
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description = "Fast, flexible LLM inference."
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homepage = "https://github.com/EricLBuehler/mistral.rs"
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cuda-async = "=0.1.0"
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cuda-bindings = "=0.1.0"
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mistralrs-core = { path = "mistralrs-core", version = "0.8.11" }
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mistralrs-paged-attn = { path = "mistralrs-paged-attn", version = "0.8.11" }
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mistralrs-flash-attn = { path = "mistralrs-flash-attn", version = "0.8.11" }
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mistralrs-quant = { path = "mistralrs-quant", version = "0.8.11" }
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mistralrs-vision = { path = "mistralrs-vision", version = "0.8.11" }
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mistralrs-server-core = { path = "mistralrs-server-core", version = "0.8.11" }
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mistralrs = { path = "mistralrs", version = "0.8.11" }
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mistralrs-audio = { path = "mistralrs-audio", version = "0.8.11" }
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mistralrs-mcp = { path = "mistralrs-mcp", version = "0.8.11" }
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mistralrs-macros = { path = "mistralrs-macros", version = "0.8.11" }
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mistralrs-code-exec = { path = "mistralrs-code-exec", version = "0.8.11" }
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mistralrs-sandbox = { path = "mistralrs-sandbox", version = "0.8.11" }
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mistralrs-core = { path = "mistralrs-core", version = "0.8.12" }
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mistralrs-paged-attn = { path = "mistralrs-paged-attn", version = "0.8.12" }
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mistralrs-flash-attn = { path = "mistralrs-flash-attn", version = "0.8.12" }
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mistralrs-quant = { path = "mistralrs-quant", version = "0.8.12" }
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mistralrs-vision = { path = "mistralrs-vision", version = "0.8.12" }
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mistralrs-server-core = { path = "mistralrs-server-core", version = "0.8.12" }
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mistralrs = { path = "mistralrs", version = "0.8.12" }
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mistralrs-audio = { path = "mistralrs-audio", version = "0.8.12" }
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mistralrs-mcp = { path = "mistralrs-mcp", version = "0.8.12" }
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mistralrs-macros = { path = "mistralrs-macros", version = "0.8.12" }
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mistralrs-code-exec = { path = "mistralrs-code-exec", version = "0.8.12" }
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mistralrs-sandbox = { path = "mistralrs-sandbox", version = "0.8.12" }
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[profile.release-with-debug]
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inherits = "release"

docs/openapi.json

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"license": {
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"name": "MIT"
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},
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"version": "0.8.11"
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"version": "0.8.12"
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},
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"paths": {
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"/calibration/apply": {

docs/scripts/render_pyi.py

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"",
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"```bash",
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"pip install mistralrs # CPU / Metal (PyPI)",
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'pip install "mistralrs==0.8.11+sm89" \\ # NVIDIA (replace version + sm)',
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" --find-links https://github.com/EricLBuehler/mistral.rs/releases/expanded_assets/v0.8.11",
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'pip install "mistralrs==0.8.12+sm89" \\ # NVIDIA (replace version + sm)',
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" --find-links https://github.com/EricLBuehler/mistral.rs/releases/expanded_assets/v0.8.12",
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"```",
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"",
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"## Pages",

docs/src/content/docs/guides/python/getting-started.mdx

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### NVIDIA GPU (CUDA)
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CUDA wheels are published as GitHub release assets, one per compute capability (PyPI has no GPU dimension). Install with `--find-links` pointed at the release and select your GPU's compute capability via the `+smNN` version (replace `0.8.11` / `v0.8.11` with the release you want):
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CUDA wheels are published as GitHub release assets, one per compute capability (PyPI has no GPU dimension). Install with `--find-links` pointed at the release and select your GPU's compute capability via the `+smNN` version (replace `0.8.12` / `v0.8.12` with the release you want):
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```bash
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pip install "mistralrs==0.8.11+sm89" \
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--find-links https://github.com/EricLBuehler/mistral.rs/releases/expanded_assets/v0.8.11
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pip install "mistralrs==0.8.12+sm89" \
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--find-links https://github.com/EricLBuehler/mistral.rs/releases/expanded_assets/v0.8.12
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```
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Look up your GPU's compute capability in [hardware support](/mistral.rs/reference/hardware-support/), which lists the published wheels per architecture. The wheels bundle the CUDA runtime, so no system toolkit is needed; they use the CUTLASS MoE backend (for the faster cuTile path, use the [prebuilt binary](/mistral.rs/quickstart/)).

docs/src/content/docs/quickstart.mdx

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Install-time environment variables:
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- `MISTRALRS_INSTALL_TAG=v0.8.11` installs a specific release instead of the latest (downloads that release's prebuilt, or builds that git tag from source).
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- `MISTRALRS_INSTALL_TAG=v0.8.12` installs a specific release instead of the latest (downloads that release's prebuilt, or builds that git tag from source).
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- `MISTRALRS_INSTALL_FROM_SOURCE=1` skips the prebuilt download and builds the latest `master` (bleeding edge) from source. The prebuilt path tracks the latest stable release.
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- `MISTRALRS_INSTALL_NO_NCCL=1` (source builds) skips the `nccl` feature.
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docs/src/content/docs/reference/cli/update.md

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| Option | Default | Description |
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|---|---|---|
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| `--tag <TAG>` | | Install a specific release tag instead of the latest (e.g. v0.8.11) |
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| `--tag <TAG>` | | Install a specific release tag instead of the latest (e.g. v0.8.12) |
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docs/src/content/docs/reference/environment-variables.md

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| `MISTRALRS_METAL_PRECOMPILE` | `MISTRALRS_METAL_PRECOMPILE=0` skips Metal kernel precompilation at build time; kernels are compiled at runtime on first use. |
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| `CUDA_NVCC_FLAGS` | Extra compiler options passed to CUDA builds. |
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| `MISTRALRS_INSTALL_TAG` | Pins the installers to a specific release tag (e.g. `v0.8.11`): the prebuilt is downloaded from that release, and a source build checks out that git tag. Default is the latest stable release (prebuilt) or latest `master` (source). |
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| `MISTRALRS_INSTALL_TAG` | Pins the installers to a specific release tag (e.g. `v0.8.12`): the prebuilt is downloaded from that release, and a source build checks out that git tag. Default is the latest stable release (prebuilt) or latest `master` (source). |
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| `MISTRALRS_INSTALL_FROM_SOURCE` | `MISTRALRS_INSTALL_FROM_SOURCE=1` makes the shell and PowerShell installers skip the prebuilt download and build from the latest `master` (bleeding edge) instead of the latest stable release. |
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| `MISTRALRS_INSTALL_NCCL` | `MISTRALRS_INSTALL_NCCL=1` forces the shell and PowerShell installers to add the `nccl` feature for CUDA builds even if NCCL is not detected. |
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| `MISTRALRS_INSTALL_NO_NCCL` | `MISTRALRS_INSTALL_NO_NCCL=1` makes the shell and PowerShell installers skip the `nccl` feature. |

docs/src/content/docs/reference/python/index.md

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```bash
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pip install mistralrs # CPU / Metal (PyPI)
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pip install "mistralrs==0.8.11+sm89" \ # NVIDIA (replace version + sm)
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--find-links https://github.com/EricLBuehler/mistral.rs/releases/expanded_assets/v0.8.11
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pip install "mistralrs==0.8.12+sm89" \ # NVIDIA (replace version + sm)
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--find-links https://github.com/EricLBuehler/mistral.rs/releases/expanded_assets/v0.8.12
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```
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## Pages

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