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@@ -13,6 +13,7 @@ Set of LLM REST APIs and a simple web front end to interact with llama.cpp.
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* Multimodal (wip)
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* Monitoring endpoints
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* Schema-constrained JSON response format
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+ * [Function calling](../../docs/function-calling.md) / tool use for ~any model
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The project is under active development, and we are [looking for feedback and contributors](https://github.com/ggml-org/llama.cpp/issues/4216).
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@@ -1120,381 +1121,9 @@ curl http://localhost:8080/v1/chat/completions \
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*Tool call support*
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-[Function calling](https://platform.openai.com/docs/guides/function-calling) is supported for all models (see https://github.com/ggml-org/llama.cpp/pull/9639):
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-
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-- Requires `--jinja` flag
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-- Native tool call formats supported:
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- - Llama 3.1 / 3.3 (including builtin tools support - tool names for `wolfram_alpha`, `web_search` / `brave_search`, `code_interpreter`), Llama 3.2
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- - Functionary v3.1 / v3.2
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- - Hermes 2/3, Qwen 2.5
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- - Mistral Nemo
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- - Firefunction v2
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- - Command R7B
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- - DeepSeek R1 (WIP / seems reluctant to call any tools?)
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-
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- <details>
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- <summary>Show some common templates and which format handler they use</summary>
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- | Template | Format |
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- |----------|--------|
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- | Almawave-Velvet-14B.jinja | Hermes 2 Pro |
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- | AtlaAI-Selene-1-Mini-Llama-3.1-8B.jinja | Llama 3.x |
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- | CohereForAI-aya-expanse-8b.jinja | Generic |
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- | CohereForAI-c4ai-command-r-plus-default.jinja | Generic |
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- | CohereForAI-c4ai-command-r-plus-rag.jinja | Generic |
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- | CohereForAI-c4ai-command-r-plus-tool_use.jinja | Generic |
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- | CohereForAI-c4ai-command-r7b-12-2024-default.jinja | Command R7B (extract reasoning) |
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- | CohereForAI-c4ai-command-r7b-12-2024-rag.jinja | Command R7B (extract reasoning) |
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- | CohereForAI-c4ai-command-r7b-12-2024-tool_use.jinja | Command R7B (extract reasoning) |
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- | CohereForAI-c4ai-command-r7b-12-2024.jinja | Generic |
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- | DavieLion-Llama-3.2-1B-SPIN-iter3.jinja | Generic |
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- | Delta-Vector-Rei-12B.jinja | Mistral Nemo |
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- | EpistemeAI-Mistral-Nemo-Instruct-12B-Philosophy-Math.jinja | Mistral Nemo |
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- | FlofloB-83k_continued_pretraining_Qwen2.5-0.5B-Instruct_Unsloth_merged_16bit.jinja | Hermes 2 Pro |
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- | FlofloB-test_continued_pretraining_Phi-3-mini-4k-instruct_Unsloth_merged_16bit.jinja | Generic |
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- | HelpingAI-HAI-SER.jinja | Generic |
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- | HuggingFaceTB-SmolLM2-1.7B-Instruct.jinja | Generic |
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- | HuggingFaceTB-SmolLM2-135M-Instruct.jinja | Generic |
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- | HuggingFaceTB-SmolLM2-360M-Instruct.jinja | Generic |
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- | INSAIT-Institute-BgGPT-Gemma-2-27B-IT-v1.0.jinja | Generic |
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- | Ihor-Text2Graph-R1-Qwen2.5-0.5b.jinja | Hermes 2 Pro |
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- | Infinigence-Megrez-3B-Instruct.jinja | Generic |
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- | Josephgflowers-TinyLlama_v1.1_math_code-world-test-1.jinja | Generic |
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- | LGAI-EXAONE-EXAONE-3.5-2.4B-Instruct.jinja | Generic |
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- | LGAI-EXAONE-EXAONE-3.5-7.8B-Instruct.jinja | Generic |
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- | LatitudeGames-Wayfarer-12B.jinja | Generic |
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- | Magpie-Align-Llama-3-8B-Magpie-Align-v0.1.jinja | Generic |
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- | Magpie-Align-Llama-3.1-8B-Magpie-Align-v0.1.jinja | Generic |
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- | MaziyarPanahi-calme-3.2-instruct-78b.jinja | Generic |
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- | MiniMaxAI-MiniMax-Text-01.jinja | Generic |
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- | MiniMaxAI-MiniMax-VL-01.jinja | Generic |
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- | NaniDAO-deepseek-r1-qwen-2.5-32B-ablated.jinja | DeepSeek R1 (extract reasoning) |
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- | NexaAIDev-Octopus-v2.jinja | Generic |
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- | NousResearch-Hermes-2-Pro-Llama-3-8B-default.jinja | Generic |
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- | NousResearch-Hermes-2-Pro-Llama-3-8B-tool_use.jinja | Hermes 2 Pro |
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- | NousResearch-Hermes-2-Pro-Mistral-7B-default.jinja | Generic |
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- | NousResearch-Hermes-2-Pro-Mistral-7B-tool_use.jinja | Hermes 2 Pro |
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- | NousResearch-Hermes-3-Llama-3.1-70B-default.jinja | Generic |
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- | NousResearch-Hermes-3-Llama-3.1-70B-tool_use.jinja | Hermes 2 Pro |
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- | NovaSky-AI-Sky-T1-32B-Flash.jinja | Hermes 2 Pro |
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- | NovaSky-AI-Sky-T1-32B-Preview.jinja | Hermes 2 Pro |
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- | OnlyCheeini-greesychat-turbo.jinja | Generic |
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- | Orenguteng-Llama-3.1-8B-Lexi-Uncensored-V2.jinja | Llama 3.x |
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- | OrionStarAI-Orion-14B-Chat.jinja | Generic |
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- | PowerInfer-SmallThinker-3B-Preview.jinja | Generic |
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- | PrimeIntellect-INTELLECT-1-Instruct.jinja | Generic |
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- | Qwen-QVQ-72B-Preview.jinja | Generic |
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- | Qwen-QwQ-32B-Preview.jinja | Hermes 2 Pro |
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- | Qwen-Qwen1.5-7B-Chat.jinja | Generic |
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- | Qwen-Qwen2-7B-Instruct.jinja | Generic |
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- | Qwen-Qwen2-VL-72B-Instruct.jinja | Generic |
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- | Qwen-Qwen2-VL-7B-Instruct.jinja | Generic |
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- | Qwen-Qwen2.5-0.5B.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-1.5B-Instruct.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-14B-Instruct-1M.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-14B.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-32B-Instruct.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-32B.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-3B-Instruct.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-72B-Instruct.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-7B-Instruct-1M.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-7B-Instruct.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-7B.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-Coder-32B-Instruct.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-Coder-7B-Instruct.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-Math-1.5B.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-Math-7B-Instruct.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-VL-3B-Instruct.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-VL-72B-Instruct.jinja | Hermes 2 Pro |
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- | Qwen-Qwen2.5-VL-7B-Instruct.jinja | Hermes 2 Pro |
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- | RWKV-Red-Team-ARWKV-7B-Preview-0.1.jinja | Hermes 2 Pro |
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- | SakanaAI-TinySwallow-1.5B-Instruct.jinja | Hermes 2 Pro |
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- | SakanaAI-TinySwallow-1.5B.jinja | Hermes 2 Pro |
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- | Sao10K-70B-L3.3-Cirrus-x1.jinja | Llama 3.x |
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- | SentientAGI-Dobby-Mini-Leashed-Llama-3.1-8B.jinja | Llama 3.x |
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- | SentientAGI-Dobby-Mini-Unhinged-Llama-3.1-8B.jinja | Llama 3.x |
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- | Steelskull-L3.3-Damascus-R1.jinja | Llama 3.x |
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- | Steelskull-L3.3-MS-Nevoria-70b.jinja | Llama 3.x |
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- | Steelskull-L3.3-Nevoria-R1-70b.jinja | Llama 3.x |
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- | THUDM-glm-4-9b-chat.jinja | Generic |
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- | THUDM-glm-edge-1.5b-chat.jinja | Generic |
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- | Tarek07-Progenitor-V1.1-LLaMa-70B.jinja | Llama 3.x |
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- | TheBloke-FusionNet_34Bx2_MoE-AWQ.jinja | Generic |
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- | TinyLlama-TinyLlama-1.1B-Chat-v1.0.jinja | Generic |
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- | UCLA-AGI-Mistral7B-PairRM-SPPO-Iter3.jinja | Generic |
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- | ValiantLabs-Llama3.1-8B-Enigma.jinja | Llama 3.x |
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- | abacusai-Fewshot-Metamath-OrcaVicuna-Mistral.jinja | Generic |
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- | ai21labs-AI21-Jamba-1.5-Large.jinja | Generic |
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- | allenai-Llama-3.1-Tulu-3-405B-SFT.jinja | Generic |
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- | allenai-Llama-3.1-Tulu-3-405B.jinja | Generic |
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- | allenai-Llama-3.1-Tulu-3-8B.jinja | Generic |
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- | arcee-ai-Virtuoso-Lite.jinja | Hermes 2 Pro |
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- | arcee-ai-Virtuoso-Medium-v2.jinja | Hermes 2 Pro |
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- | arcee-ai-Virtuoso-Small-v2.jinja | Hermes 2 Pro |
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- | avemio-GRAG-NEMO-12B-ORPO-HESSIAN-AI.jinja | Generic |
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- | bespokelabs-Bespoke-Stratos-7B.jinja | Hermes 2 Pro |
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- | bfuzzy1-acheron-m1a-llama.jinja | Generic |
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- | bofenghuang-vigogne-2-70b-chat.jinja | Generic |
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- | bytedance-research-UI-TARS-72B-DPO.jinja | Generic |
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- | bytedance-research-UI-TARS-7B-DPO.jinja | Generic |
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- | bytedance-research-UI-TARS-7B-SFT.jinja | Generic |
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- | carsenk-phi3.5_mini_exp_825_uncensored.jinja | Generic |
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- | cyberagent-DeepSeek-R1-Distill-Qwen-14B-Japanese.jinja | DeepSeek R1 (extract reasoning) |
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- | cyberagent-DeepSeek-R1-Distill-Qwen-32B-Japanese.jinja | DeepSeek R1 (extract reasoning) |
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- | databricks-dbrx-instruct.jinja | Generic |
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- | deepseek-ai-DeepSeek-Coder-V2-Instruct.jinja | Generic |
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- | deepseek-ai-DeepSeek-Coder-V2-Lite-Base.jinja | Generic |
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- | deepseek-ai-DeepSeek-Coder-V2-Lite-Instruct.jinja | Generic |
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- | deepseek-ai-DeepSeek-R1-Distill-Llama-70B.jinja | DeepSeek R1 (extract reasoning) |
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- | deepseek-ai-DeepSeek-R1-Distill-Llama-8B.jinja | DeepSeek R1 (extract reasoning) |
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- | deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B.jinja | DeepSeek R1 (extract reasoning) |
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- | deepseek-ai-DeepSeek-R1-Distill-Qwen-14B.jinja | DeepSeek R1 (extract reasoning) |
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- | deepseek-ai-DeepSeek-R1-Distill-Qwen-32B.jinja | DeepSeek R1 (extract reasoning) |
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- | deepseek-ai-DeepSeek-R1-Distill-Qwen-7B.jinja | DeepSeek R1 (extract reasoning) |
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- | deepseek-ai-DeepSeek-R1-Zero.jinja | DeepSeek R1 (extract reasoning) |
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- | deepseek-ai-DeepSeek-R1.jinja | DeepSeek R1 (extract reasoning) |
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- | deepseek-ai-DeepSeek-V2-Lite.jinja | Generic |
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- | deepseek-ai-DeepSeek-V2.5.jinja | DeepSeek R1 (extract reasoning) |
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- | deepseek-ai-DeepSeek-V3.jinja | DeepSeek R1 (extract reasoning) |
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- | deepseek-ai-deepseek-coder-33b-instruct.jinja | Generic |
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- | deepseek-ai-deepseek-coder-6.7b-instruct.jinja | Generic |
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- | deepseek-ai-deepseek-coder-7b-instruct-v1.5.jinja | Generic |
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- | deepseek-ai-deepseek-llm-67b-chat.jinja | Generic |
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- | deepseek-ai-deepseek-llm-7b-chat.jinja | Generic |
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- | dicta-il-dictalm2.0-instruct.jinja | Generic |
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- | ehristoforu-Falcon3-8B-Franken-Basestruct.jinja | Hermes 2 Pro |
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- | fireworks-ai-llama-3-firefunction-v2.jinja | FireFunction v2 |
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- | godlikehhd-alpaca_data_sampled_ifd_new_5200.jinja | Hermes 2 Pro |
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- | godlikehhd-alpaca_data_score_max_0.7_2600.jinja | Hermes 2 Pro |
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- | google-gemma-2-27b-it.jinja | Generic |
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- | google-gemma-2-2b-it.jinja | Generic |
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- | google-gemma-2-2b-jpn-it.jinja | Generic |
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- | google-gemma-7b-it.jinja | Generic |
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- | huihui-ai-DeepSeek-R1-Distill-Llama-70B-abliterated.jinja | DeepSeek R1 (extract reasoning) |
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- | huihui-ai-DeepSeek-R1-Distill-Llama-8B-abliterated.jinja | DeepSeek R1 (extract reasoning) |
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- | huihui-ai-DeepSeek-R1-Distill-Qwen-14B-abliterated-v2.jinja | DeepSeek R1 (extract reasoning) |
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- | huihui-ai-DeepSeek-R1-Distill-Qwen-32B-abliterated.jinja | DeepSeek R1 (extract reasoning) |
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- | huihui-ai-DeepSeek-R1-Distill-Qwen-7B-abliterated-v2.jinja | DeepSeek R1 (extract reasoning) |
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- | huihui-ai-Qwen2.5-14B-Instruct-1M-abliterated.jinja | Hermes 2 Pro |
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- | ibm-granite-granite-3.1-8b-instruct.jinja | Generic |
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- | indischepartij-MiniCPM-3B-OpenHermes-2.5-v2.jinja | Generic |
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- | inflatebot-MN-12B-Mag-Mell-R1.jinja | Generic |
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- | jinaai-ReaderLM-v2.jinja | Generic |
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- | kms7530-chemeng_qwen-math-7b_24_1_100_1_nonmath.jinja | Hermes 2 Pro |
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- | knifeayumu-Cydonia-v1.3-Magnum-v4-22B.jinja | Mistral Nemo |
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- | langgptai-qwen1.5-7b-chat-sa-v0.1.jinja | Generic |
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- | lightblue-DeepSeek-R1-Distill-Qwen-7B-Japanese.jinja | DeepSeek R1 (extract reasoning) |
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- | mattshumer-Reflection-Llama-3.1-70B.jinja | Generic |
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- | meetkai-functionary-medium-v3.1.jinja | Functionary v3.1 Llama 3.1 |
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- | meetkai-functionary-medium-v3.2.jinja | Functionary v3.2 |
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- | meta-llama-Llama-2-7b-chat-hf.jinja | Generic |
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- | meta-llama-Llama-3.1-8B-Instruct.jinja | Llama 3.x |
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- | meta-llama-Llama-3.2-11B-Vision-Instruct.jinja | Llama 3.x |
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- | meta-llama-Llama-3.2-1B-Instruct.jinja | Llama 3.x |
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- | meta-llama-Llama-3.2-3B-Instruct.jinja | Llama 3.x |
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- | meta-llama-Llama-3.3-70B-Instruct.jinja | Llama 3.x |
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- | meta-llama-Meta-Llama-3-8B-Instruct.jinja | Generic |
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- | meta-llama-Meta-Llama-3.1-8B-Instruct.jinja | Llama 3.x |
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- | microsoft-Phi-3-medium-4k-instruct.jinja | Generic |
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- | microsoft-Phi-3-mini-4k-instruct.jinja | Generic |
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- | microsoft-Phi-3-small-8k-instruct.jinja | Generic |
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- | microsoft-Phi-3.5-mini-instruct.jinja | Generic |
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- | microsoft-Phi-3.5-vision-instruct.jinja | Generic |
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- | microsoft-phi-4.jinja | Generic |
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- | migtissera-Tess-3-Mistral-Nemo-12B.jinja | Generic |
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- | ministral-Ministral-3b-instruct.jinja | Generic |
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- | mistralai-Codestral-22B-v0.1.jinja | Generic |
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- | mistralai-Mistral-7B-Instruct-v0.1.jinja | Generic |
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- | mistralai-Mistral-7B-Instruct-v0.2.jinja | Generic |
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- | mistralai-Mistral-7B-Instruct-v0.3.jinja | Mistral Nemo |
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- | mistralai-Mistral-Large-Instruct-2407.jinja | Mistral Nemo |
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- | mistralai-Mistral-Large-Instruct-2411.jinja | Generic |
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- | mistralai-Mistral-Nemo-Instruct-2407.jinja | Mistral Nemo |
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- | mistralai-Mistral-Small-24B-Instruct-2501.jinja | Generic |
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- | mistralai-Mixtral-8x7B-Instruct-v0.1.jinja | Generic |
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- | mkurman-Qwen2.5-14B-DeepSeek-R1-1M.jinja | Hermes 2 Pro |
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- | mlabonne-AlphaMonarch-7B.jinja | Generic |
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- | mlx-community-Josiefied-Qwen2.5-0.5B-Instruct-abliterated-v1-float32.jinja | Hermes 2 Pro |
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- | mlx-community-Qwen2.5-VL-7B-Instruct-8bit.jinja | Hermes 2 Pro |
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- | mobiuslabsgmbh-DeepSeek-R1-ReDistill-Qwen-1.5B-v1.1.jinja | DeepSeek R1 (extract reasoning) |
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- | netcat420-MFANNv0.20.jinja | Generic |
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- | netcat420-MFANNv0.24.jinja | Generic |
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- | netease-youdao-Confucius-o1-14B.jinja | Hermes 2 Pro |
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- | nvidia-AceMath-7B-RM.jinja | Hermes 2 Pro |
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- | nvidia-Eagle2-1B.jinja | Hermes 2 Pro |
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- | nvidia-Eagle2-9B.jinja | Hermes 2 Pro |
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- | nvidia-Llama-3.1-Nemotron-70B-Instruct-HF.jinja | Llama 3.x |
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- | onnx-community-DeepSeek-R1-Distill-Qwen-1.5B-ONNX.jinja | DeepSeek R1 (extract reasoning) |
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- | open-thoughts-OpenThinker-7B.jinja | Hermes 2 Pro |
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- | openchat-openchat-3.5-0106.jinja | Generic |
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- | pankajmathur-orca_mini_v6_8b.jinja | Generic |
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- | princeton-nlp-Mistral-7B-Base-SFT-RDPO.jinja | Generic |
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- | princeton-nlp-Mistral-7B-Instruct-DPO.jinja | Generic |
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- | princeton-nlp-Mistral-7B-Instruct-RDPO.jinja | Generic |
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- | prithivMLmods-Bellatrix-Tiny-1.5B-R1.jinja | Hermes 2 Pro |
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- | prithivMLmods-Bellatrix-Tiny-1B-R1.jinja | Llama 3.x |
|
|
|
- | prithivMLmods-Bellatrix-Tiny-1B-v3.jinja | Generic |
|
|
|
- | prithivMLmods-Bellatrix-Tiny-3B-R1.jinja | Llama 3.x |
|
|
|
- | prithivMLmods-Blaze-14B-xElite.jinja | Generic |
|
|
|
- | prithivMLmods-Calcium-Opus-14B-Elite2-R1.jinja | Hermes 2 Pro |
|
|
|
- | prithivMLmods-Calme-Ties-78B.jinja | Generic |
|
|
|
- | prithivMLmods-Calme-Ties2-78B.jinja | Generic |
|
|
|
- | prithivMLmods-Calme-Ties3-78B.jinja | Generic |
|
|
|
- | prithivMLmods-ChemQwen2-vL.jinja | Generic |
|
|
|
- | prithivMLmods-GWQ2b.jinja | Generic |
|
|
|
- | prithivMLmods-LatexMind-2B-Codec.jinja | Generic |
|
|
|
- | prithivMLmods-Llama-3.2-6B-AlgoCode.jinja | Llama 3.x |
|
|
|
- | prithivMLmods-Megatron-Opus-14B-Exp.jinja | Hermes 2 Pro |
|
|
|
- | prithivMLmods-Megatron-Opus-14B-Stock.jinja | Hermes 2 Pro |
|
|
|
- | prithivMLmods-Megatron-Opus-7B-Exp.jinja | Hermes 2 Pro |
|
|
|
- | prithivMLmods-Omni-Reasoner-Merged.jinja | Hermes 2 Pro |
|
|
|
- | prithivMLmods-Omni-Reasoner4-Merged.jinja | Hermes 2 Pro |
|
|
|
- | prithivMLmods-Primal-Opus-14B-Optimus-v1.jinja | Hermes 2 Pro |
|
|
|
- | prithivMLmods-QwQ-Math-IO-500M.jinja | Hermes 2 Pro |
|
|
|
- | prithivMLmods-Qwen-7B-Distill-Reasoner.jinja | DeepSeek R1 (extract reasoning) |
|
|
|
- | prithivMLmods-Qwen2.5-1.5B-DeepSeek-R1-Instruct.jinja | Hermes 2 Pro |
|
|
|
- | prithivMLmods-Qwen2.5-14B-DeepSeek-R1-1M.jinja | Hermes 2 Pro |
|
|
|
- | prithivMLmods-Qwen2.5-32B-DeepSeek-R1-Instruct.jinja | Hermes 2 Pro |
|
|
|
- | prithivMLmods-Qwen2.5-7B-DeepSeek-R1-1M.jinja | Hermes 2 Pro |
|
|
|
- | prithivMLmods-Triangulum-v2-10B.jinja | Hermes 2 Pro |
|
|
|
- | qingy2024-Falcon3-2x10B-MoE-Instruct.jinja | Hermes 2 Pro |
|
|
|
- | rubenroy-Zurich-14B-GCv2-5m.jinja | Hermes 2 Pro |
|
|
|
- | rubenroy-Zurich-7B-GCv2-5m.jinja | Hermes 2 Pro |
|
|
|
- | silma-ai-SILMA-Kashif-2B-Instruct-v1.0.jinja | Generic |
|
|
|
- | simplescaling-s1-32B.jinja | Hermes 2 Pro |
|
|
|
- | sometimesanotion-Lamarck-14B-v0.7.jinja | Hermes 2 Pro |
|
|
|
- | sonthenguyen-zephyr-sft-bnb-4bit-DPO-mtbr-180steps.jinja | Generic |
|
|
|
- | sthenno-tempesthenno-icy-0130.jinja | Generic |
|
|
|
- | sumink-qwft.jinja | Hermes 2 Pro |
|
|
|
- | teknium-OpenHermes-2.5-Mistral-7B.jinja | Generic |
|
|
|
- | thirdeyeai-elevate360m.jinja | Generic |
|
|
|
- | tiiuae-Falcon3-10B-Instruct.jinja | Hermes 2 Pro |
|
|
|
- | unsloth-DeepSeek-R1-Distill-Llama-8B-unsloth-bnb-4bit.jinja | DeepSeek R1 (extract reasoning) |
|
|
|
- | unsloth-DeepSeek-R1-Distill-Llama-8B.jinja | DeepSeek R1 (extract reasoning) |
|
|
|
- | unsloth-DeepSeek-R1.jinja | DeepSeek R1 (extract reasoning) |
|
|
|
- | unsloth-Mistral-Small-24B-Instruct-2501-unsloth-bnb-4bit.jinja | Generic |
|
|
|
- | upstage-solar-pro-preview-instruct.jinja | Generic |
|
|
|
- | whyhow-ai-PatientSeek.jinja | Generic |
|
|
|
- | xwen-team-Xwen-72B-Chat.jinja | Hermes 2 Pro |
|
|
|
- | xwen-team-Xwen-7B-Chat.jinja | Hermes 2 Pro |
|
|
|
-
|
|
|
- This table can be generated with:
|
|
|
+[OpenAI-style function calling](https://platform.openai.com/docs/guides/function-calling) is supported with the `--jinja` flag (and may require a `--chat-template-file` override to get the right tool-use compatible Jinja template; worst case, `--chat-template chatml` may also work).
|
|
|
|
|
|
- ```bash
|
|
|
- ./build/bin/test-chat ../minja/build/tests/*.jinja 2>/dev/null
|
|
|
- ```
|
|
|
-
|
|
|
- </details>
|
|
|
-
|
|
|
-- Generic tool call is supported when the template isn't recognized by native format handlers (you'll see `Chat format: Generic` in the logs).
|
|
|
- - Use `--chat-template-file` to override the template when appropriate (see examples below)
|
|
|
- - Generic support may consume more tokens and be less efficient than a model's native format.
|
|
|
-
|
|
|
-- Run with:
|
|
|
-
|
|
|
- ```shell
|
|
|
- # Native support:
|
|
|
-
|
|
|
- llama-server --jinja -fa -hf bartowski/Qwen2.5-7B-Instruct-GGUF:Q4_K_M
|
|
|
- llama-server --jinja -fa -hf bartowski/Mistral-Nemo-Instruct-2407-GGUF:Q6_K_L
|
|
|
- llama-server --jinja -fa -hf bartowski/functionary-small-v3.2-GGUF:Q4_K_M
|
|
|
- llama-server --jinja -fa -hf bartowski/Llama-3.3-70B-Instruct-GGUF:Q4_K_M
|
|
|
-
|
|
|
- # Native support for DeepSeek R1 works best w/ our own template (official template buggy)
|
|
|
-
|
|
|
- llama-server --jinja -fa -hf bartowski/DeepSeek-R1-Distill-Qwen-7B-GGUF:Q6_K_L \
|
|
|
- --chat-template-file models/templates/llama-cpp-deepseek-r1.jinja
|
|
|
-
|
|
|
- llama-server --jinja -fa -hf bartowski/DeepSeek-R1-Distill-Qwen-32B-GGUF:Q4_K_M \
|
|
|
- --chat-template-file models/templates/llama-cpp-deepseek-r1.jinja
|
|
|
-
|
|
|
- # Native support requires the right template for these GGUFs:
|
|
|
-
|
|
|
- llama-server --jinja -fa -hf bartowski/Hermes-2-Pro-Llama-3-8B-GGUF:Q4_K_M \
|
|
|
- --chat-template-file <( python scripts/get_chat_template.py NousResearch/Hermes-2-Pro-Llama-3-8B tool_use )
|
|
|
-
|
|
|
- llama-server --jinja -fa -hf bartowski/Hermes-3-Llama-3.1-8B-GGUF:Q4_K_M \
|
|
|
- --chat-template-file <( python scripts/get_chat_template.py NousResearch/Hermes-3-Llama-3.1-8B tool_use )
|
|
|
-
|
|
|
- llama-server --jinja -fa -hf bartowski/firefunction-v2-GGUF -hff firefunction-v2-IQ1_M.gguf \
|
|
|
- --chat-template-file <( python scripts/get_chat_template.py fireworks-ai/llama-3-firefunction-v2 tool_use )
|
|
|
-
|
|
|
- llama-server --jinja -fa -hf bartowski/c4ai-command-r7b-12-2024-GGUF:Q6_K_L \
|
|
|
- --chat-template-file <( python scripts/get_chat_template.py CohereForAI/c4ai-command-r7b-12-2024 tool_use )
|
|
|
-
|
|
|
- # Generic format support
|
|
|
- llama-server --jinja -fa -hf bartowski/phi-4-GGUF:Q4_0
|
|
|
- llama-server --jinja -fa -hf bartowski/gemma-2-2b-it-GGUF:Q8_0
|
|
|
- llama-server --jinja -fa -hf bartowski/c4ai-command-r-v01-GGUF:Q2_K
|
|
|
- ```
|
|
|
-
|
|
|
-- Test in CLI:
|
|
|
-
|
|
|
- ```bash
|
|
|
- curl http://localhost:8080/v1/chat/completions -d '{
|
|
|
- "model": "gpt-3.5-turbo",
|
|
|
- "tools": [
|
|
|
- {
|
|
|
- "type":"function",
|
|
|
- "function":{
|
|
|
- "name":"python",
|
|
|
- "description":"Runs code in an ipython interpreter and returns the result of the execution after 60 seconds.",
|
|
|
- "parameters":{
|
|
|
- "type":"object",
|
|
|
- "properties":{
|
|
|
- "code":{
|
|
|
- "type":"string",
|
|
|
- "description":"The code to run in the ipython interpreter."
|
|
|
- }
|
|
|
- },
|
|
|
- "required":["code"]
|
|
|
- }
|
|
|
- }
|
|
|
- }
|
|
|
- ],
|
|
|
- "messages": [
|
|
|
- {
|
|
|
- "role": "user",
|
|
|
- "content": "Print a hello world message with python."
|
|
|
- }
|
|
|
- ]
|
|
|
- }'
|
|
|
- ```
|
|
|
-
|
|
|
- <details>
|
|
|
- <summary>Show output</summary>
|
|
|
-
|
|
|
- ```json
|
|
|
- {
|
|
|
- "choices": [
|
|
|
- {
|
|
|
- "finish_reason": "tool",
|
|
|
- "index": 0,
|
|
|
- "message": {
|
|
|
- "content": null,
|
|
|
- "tool_calls": [
|
|
|
- {
|
|
|
- "name": "python",
|
|
|
- "arguments": "{\"code\":\" \\nprint(\\\"Hello, World!\\\")\"}"
|
|
|
- }
|
|
|
- ],
|
|
|
- "role": "assistant"
|
|
|
- }
|
|
|
- }
|
|
|
- ],
|
|
|
- "created": 1727287211,
|
|
|
- "model": "gpt-3.5-turbo",
|
|
|
- "object": "chat.completion",
|
|
|
- "usage": {
|
|
|
- "completion_tokens": 16,
|
|
|
- "prompt_tokens": 44,
|
|
|
- "total_tokens": 60
|
|
|
- },
|
|
|
- "id": "chatcmpl-Htbgh9feMmGM0LEH2hmQvwsCxq3c6Ni8"
|
|
|
- }
|
|
|
- ```
|
|
|
-
|
|
|
- </details>
|
|
|
+**See our [Function calling](../../docs/function-calling.md) docs** for more details, supported native tool call styles (generic tool call style is used as fallback) / examples of use.
|
|
|
|
|
|
### POST `/v1/embeddings`: OpenAI-compatible embeddings API
|
|
|
|
Olivier Chafik