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docs: Update models grading #865

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afc014e
docs: Update models grading
peasee Feb 12, 2025
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docs: Update evaluation date to model release date
peasee Feb 12, 2025
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21 changes: 11 additions & 10 deletions website/docs/components/models/openai.md
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Expand Up @@ -60,16 +60,17 @@ The model name. This will be used as the model ID within Spice and Spice's endpo

### `params`

| Param | Description | Default |
| ------------------------ | ----------------------------- | --------------------------- |
| `endpoint` | The OpenAI API base endpoint. Can be overridden to use a compatible provider (i.e. Nvidia NIM). | `https://api.openai.com/v1` |
| `tools` | Which [tools] should be made available to the model. Set to `auto` to use all available tools. | - |
| `system_prompt` | An additional system prompt used for all chat completions to this model. | - |
| `openai_api_key` | The OpenAI API key. | - |
| `openai_org_id` | The OpenAI organization ID. | - |
| `openai_project_id` | The OpenAI project ID. | - |
| `openai_temperature` | Set the default temperature to use on chat completions. | - |
| `openai_response_format` | An object specifying the format that the model must output, see [structured outputs]. | - |
| Param | Description | Default |
| ------------------------- | -------------------------------------------------------------------------------------------------- | --------------------------- |
| `endpoint` | The OpenAI API base endpoint. Can be overridden to use a compatible provider (i.e. Nvidia NIM). | `https://api.openai.com/v1` |
| `tools` | Which [tools] should be made available to the model. Set to `auto` to use all available tools. | - |
| `system_prompt` | An additional system prompt used for all chat completions to this model. | - |
| `openai_api_key` | The OpenAI API key. | - |
| `openai_org_id` | The OpenAI organization ID. | - |
| `openai_project_id` | The OpenAI project ID. | - |
| `openai_temperature` | Set the default temperature to use on chat completions. | - |
| `openai_response_format` | An object specifying the format that the model must output, see [structured outputs]. | - |
| `openai_reasoning_effort` | For reasoning models, like `o1`, this parameter specifies the reasoning effort used for the model. | - |

[tools]: ../../features/large-language-models/tools.md
[structured outputs]: https://platform.openai.com/docs/guides/structured-outputs
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10 changes: 5 additions & 5 deletions website/docs/reference/models.md
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@@ -1,22 +1,22 @@
---
title: 'Models Grade Report'
description: 'Spice AI graded Large-Language-Model (LLM) evaluation report'
sidebar_label: 'Report'
sidebar_label: 'Models Grade 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<br/ >Max Output Tokens | Chat Completion | Response Format<br />(Structued Outputs) | Tools | Recursive<br />Tool Calling | Reasoning | Streaming | Evaluation Date | Spice Version |
| Model | Spice Grade | Model Provider | Context Window<br/ >Max Output Tokens | Chat Completion | Response Format<br />(Structued Outputs) | Tools | Recursive<br />Tool Calling | Reasoning | Streaming | Model Release Date | Spice Version |
| ----------------------------------------------- | ----------- | -------------- | ------------------------------------- | --------------- | ---------------------------------------- | ----- | --------------------------- | --------- | --------- | --------------- | ------------- |
| `o3-mini-2025-01-31 (Reasoning effort: high)` | **A** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2025-01-31 | v1.0.2 |
| `o3-mini-2025-01-31 (Reasoning effort: medium)` | **B** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2025-01-31 | v1.0.2 |
| `o3-mini-2025-01-31 (Reasoning effort: low)` | **C** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2025-01-31 | v1.0.2 |
| `o1-2024-12-17 (Reasoning effort: high)` | **A** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2024-12-17 | v1.0.2 |
| `o1-2024-12-17 (Reasoning effort: medium)` | **A** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2024-12-17 | v1.0.2 |
| `o1-2024-12-17 (Reasoning effort: low)` | **C** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 2024-12-17 | v1.0.2 |
| `o1-2024-12-17 (Reasoning effort: high)` | **C** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | 2024-12-17 | v1.0.2 |
| `o1-2024-12-17 (Reasoning effort: medium)` | **C** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | 2024-12-17 | v1.0.2 |
| `o1-2024-12-17 (Reasoning effort: low)` | **C** | `openai` | 200k tokens<br/ >100k tokens | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | 2024-12-17 | v1.0.2 |
| `gpt-4o-2024-08-06` | **B** | `openai` | 128k tokens<br/ >16384 tokens | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | 2024-08-06 | v1.0.2 |
| `claude-3-5-sonnet-20241022` | **C** | `anthropic` | 200k tokens<br/ >8192 tokens | ✅ | ❌ | ✅ | ✅ | ❌ | ✅ | 2024-10-22 | v1.0.2 |
| `grok-2-1212` | Ungraded | `xai` | − | ✅ | − | − | − | ❌ | − | Not Available | v1.0.2 |
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