Improvements to Models section

spiceaidocs/docs/components/models/anthropic.md

@@ -1,36 +1,30 @@
 ---
-title: 'Anthropic Language Models'
+title: 'Anthropic Models'
+description: 'Instructions for using language models hosted on Anthropic with Spice.'
 sidebar_label: 'Anthropic'
 sidebar_position: 5
 ---
 
-To use a language model hosted on Anthropic, specify `anthropic` in `from`.
+To use a language model hosted on Anthropic, specify `anthropic` in the `from` field.
 
-For a specific model, include it as the model ID in `from` (see example below). Defaults to `"claude-3-5-sonnet-20240620"`.
-These parameters are specific to Anthropic models:
+To use a specific model, include its model ID in the `from` field (see example below). If not specified, the default model is `"claude-3-5-sonnet-latest"`.
 
-| Param | Description | Default |
-| ----- | ----------- | ------- |
-| `anthropic_api_key` | The Anthropic API key.        | -                           |
-| `anthropic_auth_token` | The Anthropic auth token. | -                           |
-| `endpoint` | The Anthropic API base endpoint.    | `https://api.anthropic.com/v1` |
+The following parameters are specific to Anthropic models:
 
-Example:
+| Parameter              | Description                      | Default                        |
+| ---------------------- | -------------------------------- | ------------------------------ |
+| `anthropic_api_key`    | The Anthropic API key.           | -                              |
+| `anthropic_auth_token` | The Anthropic auth token.        | -                              |
+| `endpoint`             | The Anthropic API base endpoint. | `https://api.anthropic.com/v1` |
+
+Example `spicepod.yml` configuration:
 
 ```yaml
 models:
-  - from: anthropic:claude-3-5-sonnet-20240620
+  - from: anthropic:claude-3-5-sonnet-latest
     name: claude_3_5_sonnet
     params:
       anthropic_api_key: ${ secrets:SPICE_ANTHROPIC_API_KEY }
 ```
 
-## Supported Models
-
-- `claude-3-5-sonnet-20240620`
-- `claude-3-opus-20240229`
-- `claude-3-sonnet-20240229`
-- `claude-3-haiku-20240307`
-- `claude-2.1`
-- `claude-2.0`
-- `claude-instant-1.2`
+See [Anthropic Model Names](https://docs.anthropic.com/en/docs/about-claude/models#model-names) for a list of supported model names.

spiceaidocs/docs/components/models/filesystem.md

@@ -1,17 +1,52 @@
 ---
 title: 'Filesystem'
+description: 'Instructions for using models hosted on a filesystem with Spice.'
 sidebar_label: 'Filesystem'
 sidebar_position: 3
 ---
 
-To use a ML model hosted on a filesystem, specify the file path in `from`.
+To use a model hosted on a filesystem, specify the path to the model file in `from`.
 
-Example:
+Supported formats include ONNX for traditional machine learning models and GGUF, GGML, and SafeTensor for large language models (LLMs).
+
+### Example: Loading an ONNX Model
 
 ```yaml
 models:
   - from: file://absolute/path/to/my/model.onnx
     name: local_fs_model
-    datasets:
-      - taxi_trips
+```
+
+### Example: Loading a GGUF Model
+
+```yaml
+models:
+  - from: file://absolute/path/to/my/model.gguf
+    name: local_ggml_model
+```
+
+### Example: Loading a GGML Model
+
+```yaml
+models:
+  - from: file://absolute/path/to/my/model.ggml
+    name: local_ggml_model
+    files:
+      - path: models/llms/ggml/tokenizer.json
+      - path: models/llms/ggml/tokenizer_config.json
+      - path: models/llms/ggml/config.json
+```
+
+### Example: Loading a SafeTensor Model
+
+```yaml
+models:
+  - name: safety
+    from: file:models/llms/llama3.2-1b-instruct/model.safetensors
+    params:
+      model_type: llama3
+    files:
+      - path: models/llms/llama3.2-1b-instruct/tokenizer.json
+      - path: models/llms/llama3.2-1b-instruct/tokenizer_config.json
+      - path: models/llms/llama3.2-1b-instruct/config.json
 ```

spiceaidocs/docs/components/models/huggingface.md

@@ -1,12 +1,13 @@
 ---
 title: 'HuggingFace'
+description: 'Instructions for using machine learning models hosted on HuggingFace with Spice.'
 sidebar_label: 'HuggingFace'
 sidebar_position: 1
 ---
 
-To use a ML model hosted on HuggingFace, specify the `huggingface.co` path in `from` along with the files to include.
+To use a model hosted on HuggingFace, specify the `huggingface.co` path in the `from` field along with the files to include.
 
-Example:
+Example configuration:
 
 ```yaml
 models:
@@ -40,9 +41,11 @@ The `from` key follows the following regex format:
 5. **Revision (Optional):** A colon (`:`) followed by the git-like revision identifier (`revision`).
 
 ### Access Tokens
+
 Access tokens can be provided for Huggingface models in two ways:
-  1. In the Huggingface token cache (i.e. `~/.cache/huggingface/token`). Default.
-  1. Via model params (see below).
+
+1. In the Huggingface token cache (i.e. `~/.cache/huggingface/token`). Default.
+1. Via model params (see below).
 
 ```yaml
 models:

spiceaidocs/docs/components/models/index.md

@@ -1,26 +1,21 @@
 ---
-title: 'AI/ML Models'
-sidebar_label: 'AI/ML Models'
-description: ''
+title: 'Model Providers'
+sidebar_label: 'Model Providers'
+description: 'Overview of supported model providers for ML and LLMs in Spice.'
 sidebar_position: 5
 ---
 
-Spice supports traditional machine learning (ML) models and language models (LLMs).
+Spice supports various model providers for traditional machine learning (ML) models and large language models (LLMs).
 
-- **Filesystem**: [ONNX](https://onnx.ai) models.
-- **HuggingFace**: ONNX models hosted on [HuggingFace](https://huggingface.co).
-- **Spice Cloud Platform**: Models hosted on the [Spice Cloud Platform](https://docs.spice.ai/building-blocks/spice-models).
-- **OpenAI**: OpenAI (or compatible) LLM endpoints.
+| Source        | Description                                                                                     | ML Format(s) | LLM Format(s)\*        |
+| ------------- | ----------------------------------------------------------------------------------------------- | ------------ | ---------------------- |
+| `file`        | Local filesystem                                                                                | ONNX         | GGUF, GGML, SafeTensor |
+| `huggingface` | Models hosted on [HuggingFace](https://huggingface.co)                                          | ONNX         | GGUF, GGML, SafeTensor |
+| `spice.ai`    | Models hosted on the [Spice Cloud Platform](https://docs.spice.ai/building-blocks/spice-models) | ONNX         | -                      |
+| `openai`      | OpenAI (or compatible) LLM endpoint                                                             | -            | Remote HTTP endpoint   |
+| `anthropic`   | Models hosted on [Anthropic](https://www.anthropic.com)                                         | -            | Remote HTTP endpoint   |
+| `grok`        | Coming soon                                                                                     | -            | Remote HTTP endpoint   |
 
-### Model Sources
-
-| Name                         | Description      | ML Format(s) | LLM Format(s)*          |
-| ---------------------------- | ---------------- | ------------ | ----------------------- |
-| `file`                       | Local filesystem |    ONNX      | GGUF, GGML, SafeTensor  |
-| `huggingface:huggingface.co` | Models hosted on [HuggingFace](https://huggingface.co)                                          | ONNX  | GGUF, GGML, SafeTensor |
-| `spice.ai`                   | Models hosted on the [Spice Cloud Platform](https://docs.spice.ai/building-blocks/spice-models) | ONNX  | - |
-| `openai`                     | OpenAI (or compatible) LLM endpoint | -  | Remote HTTP endpoint |
-
-* LLM Format(s) may require additional files (e.g. `tokenizer_config.json`).
+- LLM Format(s) may require additional files (e.g. `tokenizer_config.json`).
 
 The model type is inferred based on the model source and files. For more detail, refer to the `model` [reference specification](/reference/spicepod/models.md).

spiceaidocs/docs/components/models/openai.md

@@ -1,21 +1,21 @@
 ---
 title: 'OpenAI (or Compatible) Language Models'
+description: 'Instructions for using language models hosted on OpenAI or compatible services with Spice.'
 sidebar_label: 'OpenAI'
 sidebar_position: 4
 ---
 
-To use a language model hosted on OpenAI (or compatible), specify the `openai` path in `from`. 
+To use a language model hosted on OpenAI (or compatible), specify the `openai` path in `from`.
 
 For a specific model, include it as the model ID in `from` (see example below). Defaults to `"gpt-3.5-turbo"`.
 These parameters are specific to OpenAI models:
 
-| Param | Description | Default |
-| ----- | ----------- | ------- |
-| `openai_api_key` | The OpenAI API key.        | -                           |
-| `openai_org_id` | The OpenAI organization id. | -                           |
-| `openai_project_id` | The OpenAI project id.  | -                           |
-| `endpoint` | The OpenAI API base endpoint.    | `https://api.openai.com/v1` |
-
+| Param               | Description                   | Default                     |
+| ------------------- | ----------------------------- | --------------------------- |
+| `openai_api_key`    | The OpenAI API key.           | -                           |
+| `openai_org_id`     | The OpenAI organization id.   | -                           |
+| `openai_project_id` | The OpenAI project id.        | -                           |
+| `endpoint`          | The OpenAI API base endpoint. | `https://api.openai.com/v1` |
 
 Example:
 
@@ -25,10 +25,36 @@ models:
     name: local_fs_model
     params:
       openai_api_key: ${ secrets:SPICE_OPENAI_API_KEY }
+```
+
+## Supported OpenAI Compatible Providers
+
+Spice supports several OpenAI compatible providers. Specify the appropriate endpoint in the params section.
 
+### Groq
+
+Groq provides OpenAI compatible endpoints. Use the following configuration:
+
+```yaml
+models:
   - from: openai:llama3-groq-70b-8192-tool-use-preview
     name: groq-llama
     params:
       endpoint: https://api.groq.com/openai/v1
       openai_api_key: ${ secrets:SPICE_GROQ_API_KEY }
 ```
+
+### Parasail
+
+Parasail also offers OpenAI compatible endpoints. Use the following configuration:
+
+```yaml
+models:
+  - from: openai:parasail-model-id
+    name: parasail_model
+    params:
+      endpoint: https://api.parasail.com/v1
+      openai_api_key: ${ secrets:SPICE_PARASAIL_API_KEY }
+```
+
+Refer to the respective provider documentation for more details on available models and configurations.

spiceaidocs/docs/components/models/spiceai.md

@@ -1,5 +1,6 @@
 ---
 title: 'Spice Cloud Platform'
+description: 'Instructions for using models hosted on the Spice Cloud Platform with Spice.'
 sidebar_label: 'Spice Cloud Platform'
 sidebar_position: 2
 ---