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‎docs/docs/capabilities/models/index.mdx‎

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## Built-in Models
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Cortex.cpp offers a range of built-in models that include popular open-source options. These models, hosted on HuggingFace as [Cortex Model Repositories](/docs/hub/cortex-hub), are pre-compiled for different engines, enabling each model to have multiple branches in various formats.
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Cortex offers a range of [Built-in models](/models) that include popular open-source options.
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These models are hosted on [Cortex's HuggingFace](https://huggingface.co/cortexso) and are pre-compiled for different engines, enabling each model to have multiple branches in various formats.
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### Built-in Model Variants
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Built-in models are made available across the following variants:
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- **By Size**: `7b`, `13b`, and more.
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- **By quantizations**: `q4`, `q8`, and more.
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:::info
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You can see our full list of Built-in Models [here](/models).
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:::
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## Next steps
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- Cortex requires a `model.yaml` file to run a model. Find out more [here](/docs/capabilities/models/model-yaml).
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- Cortex supports multiple model hubs hosting built-in models. See details [here](/docs/model-sources).
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- See Cortex's list of [Built-in Models](/models).
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- Cortex supports multiple model hubs hosting built-in models. See details [here](/docs/capabilities/models/sources).
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- Cortex requires a `model.yaml` file to run a model. Find out more [here](/docs/capabilities/models/model-yaml).

‎docs/docs/capabilities/models/model-yaml.mdx‎

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With the `llama-cpp` engine, cortex.cpp accept all parameters from [`model.yml` inference section](#Inference Parameters) and accept all parameters from the chat completion API.
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:::info
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<!-- :::info
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You can download all the supported model formats from the following:
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- [Cortex Model Repos](/docs/hub/cortex-hub)
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- [HuggingFace Model Repos](/docs/hub/hugging-face)
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::: -->

‎docs/docs/capabilities/models/sources/hugging-face.mdx‎

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</Tabs>
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## TensorRT-LLM
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We are still working to support all available `TensorRT-LLM` models on HuggingFace. For now, Cortex.cpp only supports built-in `TensorRT-LLM` models, which can be downloaded from the [Cortex Model Repos](/docs/hub/cortex-hub). -->
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We are still working to support all available `TensorRT-LLM` models on HuggingFace. For now, Cortex.cpp only supports built-in `TensorRT-LLM` models, which can be downloaded from the [Cortex Model Repos](/docs/capabilities/models/sources/cortex-hub). -->

‎docs/docs/cli/pull.mdx‎

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# `cortex pull`
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:::info
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This CLI command calls the following API endpoint:
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- [Download Model](/api-reference#tag/models/post/v1/models/{modelId}/pull)
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- [Download Model](/api-reference#tag/pulling-models/post/v1/models/pull)
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:::
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This command displays downloaded models, or displays models available for downloading.
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There are 3 ways to download models:
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- From Cortex's [Built-in models](/docs/hub/cortex-hub): `cortex pull <model_name>`
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- From Cortex's [Built-in models](/models): `cortex pull <model_name>`
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- HuggingFace repository handle: `cortex pull <author/RepoID>`
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- HuggingFace direct URL: `cortex pull <huggingface URL ending with .gguf>`
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Each of these will display the model quantizations available, to be selected for download.
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For more information, please refer to [Pulling Models](docs/hub/index).
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For more information, please refer to [Pulling Models](/docs/capabilities/models/sources).
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The downloaded model file will be stored in the [Cortex Data Folder](/docs/architecture/data-folder).
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| Option | Description | Required | Default value | Example |
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| -------------- | ------------------------------------------------- | -------- | ------------- | ----------- |
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| `model_id` | The identifier of the model you want to download. You can use the [Built-in models](/docs/hub/cortex-hub) or Supported [HuggingFace models](/docs/hub/hugging-face). | Yes | - | `mistral` |
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| `model_id` | The identifier of the model you want to download. | Yes | - | `mistral` |
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| `-h`, `--help` | Display help information for the command. | No | - | `-h` |

‎docs/docs/cli/run.mdx‎

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| Option | Description | Required | Default value | Example |
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|-----------------------------|-----------------------------------------------------------------------------|----------|----------------------------------------------|------------------------|
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| `model_id` | The identifier of the model you want to chat with. You can use the [Built-in models](/docs/hub/cortex-hub) or Supported [HuggingFace models](/docs/hub/hugging-face). | Yes | - | `mistral` |
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| `model_id` | The identifier of the model you want to chat with. | Yes | - | `mistral` |
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| `-h`, `--help` | Display help information for the command. | No | - | `-h` |
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<!-- | `-t`, `--thread <thread_id>` | Specify the Thread ID. Defaults to creating a new thread if none specified. | No | - | `-t jan_1717650808` | | `-c` | -->

‎docs/docs/engines/llamacpp.mdx‎

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| `n_probs` | Number of top token probabilities to return in the output. | No |
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| `min_keep` | Minimum number of tokens to keep during top-k sampling. | No |
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<!-- :::info
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You can download a `GGUF` model from the following:
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- [Cortex Model Repos](/docs/hub/cortex-hub)
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- [HuggingFace Model Repos](/docs/hub/hugging-face)
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:::
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- [Cortex Model Repos](/docs/capabilities/models/sources/cortex-hub)
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- [HuggingFace Model Repos](/docs/capabilities/models/sources/hugging-face)
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::: -->

‎docs/docs/engines/onnx.mdx‎

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| `prompt_template` | Template for formatting the prompt, including system messages and instructions. | Yes |
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<!-- :::info
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You can download a `ONNX` model from the following:
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- [Cortex Model Repos](/docs/hub/cortex-hub)
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- [HuggingFace Model Repos](/docs/hub/hugging-face)
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- [Cortex Model Repos](/docs/capabilities/models/sources/cortex-hub)
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- [HuggingFace Model Repos](/docs/capabilities/models/sources/hugging-face)
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::: -->

‎docs/docs/engines/tensorrt-llm.mdx‎

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| `text_model` | Indicates if the text model is being used (true or false). | Yes |
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| `prompt_template` | Template for formatting the prompt, including system messages and instructions. | Yes |
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<!-- :::info
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You can download a `TensorRT-LLM` model from the following:
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- [Cortex Model Repos](/docs/hub/cortex-hub)
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- [HuggingFace Model Repos](/docs/hub/hugging-face)
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- [Cortex Model Repos](/docs/capabilities/models/sources/cortex-hub)
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- [HuggingFace Model Repos](/docs/capabilities/models/sources/hugging-face)
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- Nvidia Catalog (Coming Soon!)
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::: -->

‎docs/yarn.lock‎

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"@huggingface/hub@^0.15.1":
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version "0.15.1"
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resolved "https://registry.yarnpkg.com/@huggingface/hub/-/hub-0.15.1.tgz#1fceb272c7123f152aadc370281c366f97079091"
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resolved "https://registry.yarnpkg.com/@huggingface/capabilities/models/sources/-/hub-0.15.1.tgz#1fceb272c7123f152aadc370281c366f97079091"
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integrity sha512-uHb4aFkJDoGfLeRHfFTjkI36Z8IV6Z1c+KzhMDqUSC56opyr7Mn1Nsx7Rri/C7KDwROhQfBp/fOOqqjTzn6Cgg==
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dependencies:
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"@huggingface/tasks" "^0.10.6"

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