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Add model grading docs #856

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c24b5ed
Add model grading docs
Sevenannn Feb 10, 2025
64b7b45
Fix image link in "Introducing Spice.ai - open source, time series AI…
phillipleblanc Feb 10, 2025
a0ca684
Add a deployment comment only if the workflow is running on the PR br…
ewgenius Feb 10, 2025
8e2b660
Add `accelerated_refresh` to `spice trace` documentation (#853)
Jeadie Feb 10, 2025
2462873
Tweaks
lukekim Feb 10, 2025
3d71926
Merge branch 'trunk' into qianqian/model-grading
lukekim Feb 10, 2025
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Set provider
lukekim Feb 10, 2025
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Merge branch 'trunk' into qianqian/model-grading
lukekim Feb 10, 2025
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6 changes: 4 additions & 2 deletions website/docs/components/models/index.md
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Expand Up @@ -25,7 +25,9 @@ Spice supports various model providers for traditional machine learning (ML) mod
[ant]: ./anthropic.md
[xai]: ./xai.md

- LLM Format(s) may require additional files (e.g. `tokenizer_config.json`).
Spice also tests and evaluates common models and grades their ability to integrate with Spice. See the [Models Grade Report](./report.md).

\*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](/docs/reference/spicepod/models.md).

Expand All @@ -44,7 +46,7 @@ For more details, refer to the [Large Language Models documentation](/docs/featu

## Model Examples

The following examples demonstrate how to configure and use various models or model features with Spice. Each example provides a specific use case to help you understand the configuration options available.
The following examples demonstrate how to configure and use various models or model features with Spice. Each example provides a specific use case to help understand the configuration options available.

### Example: Configuring an OpenAI Model

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24 changes: 24 additions & 0 deletions website/docs/components/models/report.md
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---
title: 'Models Grade Report'
description: 'Spice AI graded Large-Language-Model (LLM) evaluation report'
sidebar_label: 'Report'
sidebar_position: 4
---

This document presents the evaluation report for various Large-Language-Models (LLMs) graded by Spice AI. The models are assessed based on their basic capabilities, quality of tool calls, and accuracy of output when integrated with Spice.

For more details on how model grades are evaluated in Spice, refer to the [model grading criteria](https://github.com/spiceai/spiceai/blob/f6039123028209e20469b342791fa85d52b7771e/docs/criteria/models/grading.md).

| Model | Spice Grade | Model Provider | Context Window | Max Output Tokens | Chat Completion | Response Format | Tools | Recursive Tool Call | Reasoning | Streaming Response | Evaluation Date | Spice Version |
| ----------------------------------------------- | ----------- | -------------- | -------------- | ----------------- | --------------- | --------------- | ----- | ------------------- | --------- | ------------------ | --------------- | ------------- |
| `o3-mini-2025-01-31 (Reasoning effort: high)` | A | `openai` | 200k tokens | 100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2025-01-31 | v1.0.2 |
| `o3-mini-2025-01-31 (Reasoning effort: medium)` | B | `openai` | 200k tokens | 100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2025-01-31 | v1.0.2 |
| `o3-mini-2025-01-31 (Reasoning effort: low)` | C | `openai` | 200k tokens | 100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2025-01-31 | v1.0.2 |
| `o1-2024-12-17 (Reasoning effort: high)` | A | `openai` | 200k tokens | 100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2024-12-17 | v1.0.2 |
| `o1-2024-12-17 (Reasoning effort: medium)` | A | `openai` | 200k tokens | 100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2024-12-17 | v1.0.2 |
| `o1-2024-12-17 (Reasoning effort: low)` | C | `openai` | 200k tokens | 100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2024-12-17 | v1.0.2 |
| `gpt-4o-2024-08-06` | B | `openai` | 128k tokens | 16384 tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2024-08-06 | v1.0.2 |
| `claude-3-5-sonnet-20241022` | C | `anthropic` | 200k tokens | 8192 tokens | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | 2024-10-22 | v1.0.2 |
| `grok-2-1212` | Ungraded | `xai` | 128k tokens | Not Available | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | Not Available | v1.0.2 |
| `deepseek-ai/DeepSeek-R1-Distill-Llama-8B` | Ungraded | `huggingface` | 128k tokens | Not Available | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | Not Available | v1.0.2 |
| `meta-llama/Llama-3.2-3B-Instruct` | Ungraded | `huggingface` | 128k tokens | Not Available | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | Not Available | v1.0.2 |
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