Image-Text-to-Text
Transformers
Safetensors
GGUF
lfm3_vl
liquid
lfm3
lfm3-vl
vision-language
vlm
multimodal
edge
on-device
ocr
document
video
heretic
uncensored
decensored
abliterated
reproducible
local-llm
conversational
custom_code
Instructions to use saidutta69/LFM3-VL-2B-heretic with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use saidutta69/LFM3-VL-2B-heretic with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="saidutta69/LFM3-VL-2B-heretic", trust_remote_code=True) messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# pip install -U transformers accelerate # Load model directly from transformers import AutoModelForImageTextToText model = AutoModelForImageTextToText.from_pretrained("saidutta69/LFM3-VL-2B-heretic", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use saidutta69/LFM3-VL-2B-heretic with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf saidutta69/LFM3-VL-2B-heretic:Q4_K_M # Run inference directly in the terminal: llama cli -hf saidutta69/LFM3-VL-2B-heretic:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf saidutta69/LFM3-VL-2B-heretic:Q4_K_M # Run inference directly in the terminal: llama cli -hf saidutta69/LFM3-VL-2B-heretic:Q4_K_M
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-app # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama serve -hf saidutta69/LFM3-VL-2B-heretic:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama cli -hf saidutta69/LFM3-VL-2B-heretic:Q4_K_M
Use Docker
docker model run hf.co/saidutta69/LFM3-VL-2B-heretic:Q4_K_M
- Llama new
- LM Studio
- Jan
- vLLM
How to use saidutta69/LFM3-VL-2B-heretic with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "saidutta69/LFM3-VL-2B-heretic" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "saidutta69/LFM3-VL-2B-heretic", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/saidutta69/LFM3-VL-2B-heretic:Q4_K_M
- SGLang
How to use saidutta69/LFM3-VL-2B-heretic with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "saidutta69/LFM3-VL-2B-heretic" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "saidutta69/LFM3-VL-2B-heretic", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "saidutta69/LFM3-VL-2B-heretic" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "saidutta69/LFM3-VL-2B-heretic", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Ollama
How to use saidutta69/LFM3-VL-2B-heretic with Ollama:
ollama run hf.co/saidutta69/LFM3-VL-2B-heretic:Q4_K_M
- Unsloth Desktop
- Pi
How to use saidutta69/LFM3-VL-2B-heretic with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf saidutta69/LFM3-VL-2B-heretic:Q4_K_M
Configure the model in Pi
# Install Pi: npm install -g @earendil-works/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "saidutta69/LFM3-VL-2B-heretic:Q4_K_M" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use saidutta69/LFM3-VL-2B-heretic with Docker Model Runner:
docker model run hf.co/saidutta69/LFM3-VL-2B-heretic:Q4_K_M
- Lemonade
How to use saidutta69/LFM3-VL-2B-heretic with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull saidutta69/LFM3-VL-2B-heretic:Q4_K_M
Run and chat with the model
lemonade run user.LFM3-VL-2B-heretic-Q4_K_M
List all available models
lemonade list
- Hermes Agent
How to use saidutta69/LFM3-VL-2B-heretic with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf saidutta69/LFM3-VL-2B-heretic:Q4_K_M
Configure Hermes
# Install Hermes: curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash hermes setup # Point Hermes at the local server: hermes config set model.provider custom hermes config set model.base_url http://127.0.0.1:8080/v1 hermes config set model.default saidutta69/LFM3-VL-2B-heretic:Q4_K_M
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use saidutta69/LFM3-VL-2B-heretic with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf saidutta69/LFM3-VL-2B-heretic:Q4_K_M
Configure OpenClaw
# Install OpenClaw: npm install -g openclaw@latest # Register the local server and set it as the default model: openclaw onboard --non-interactive --mode local \ --auth-choice custom-api-key \ --custom-base-url http://127.0.0.1:8080/v1 \ --custom-model-id "saidutta69/LFM3-VL-2B-heretic:Q4_K_M" \ --custom-provider-id llama-cpp \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
Upload tokenizer
Browse files- .gitattributes +1 -0
- chat_template.jinja +280 -0
- tokenizer.json +3 -0
- tokenizer_config.json +61 -0
.gitattributes
CHANGED
|
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
tokenizer.json filter=lfs diff=lfs merge=lfs -text
|
chat_template.jinja
ADDED
|
@@ -0,0 +1,280 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{{- bos_token -}}
|
| 2 |
+
{%- set preserve_thinking = preserve_thinking | default(false) -%}
|
| 3 |
+
{%- set enable_thinking = enable_thinking | default(true) -%}
|
| 4 |
+
|
| 5 |
+
{%- macro render_value(v) -%}
|
| 6 |
+
{%- if v is string -%}
|
| 7 |
+
{{- v -}}
|
| 8 |
+
{%- elif v is boolean -%}
|
| 9 |
+
{{- "true" if v else "false" -}}
|
| 10 |
+
{%- elif v is none -%}
|
| 11 |
+
{{- "null" -}}
|
| 12 |
+
{%- elif v is mapping or (v is sequence and v is not string) -%}
|
| 13 |
+
{{- v | tojson -}}
|
| 14 |
+
{%- else -%}
|
| 15 |
+
{{- v -}}
|
| 16 |
+
{%- endif -%}
|
| 17 |
+
{%- endmacro -%}
|
| 18 |
+
|
| 19 |
+
{%- macro parse_content(content) -%}
|
| 20 |
+
{%- if content is string -%}
|
| 21 |
+
{{- content -}}
|
| 22 |
+
{%- elif content is mapping and content.get("type") == "image" -%}
|
| 23 |
+
{{- "<|vision_start|><|image|><|vision_end|>" -}}
|
| 24 |
+
{%- elif content is mapping and content.get("type") == "video" -%}
|
| 25 |
+
{{- "<|vision_start|><|video|><|vision_end|>" -}}
|
| 26 |
+
{%- elif content is mapping and content.get("type") == "text" -%}
|
| 27 |
+
{{- (content.get("text") or "") | string -}}
|
| 28 |
+
{%- elif content is mapping -%}
|
| 29 |
+
{{- content | tojson -}}
|
| 30 |
+
{%- elif content is iterable -%}
|
| 31 |
+
{%- set _ns = namespace(result="") -%}
|
| 32 |
+
{%- for item in content -%}
|
| 33 |
+
{%- if item is string -%}
|
| 34 |
+
{%- set _ns.result = _ns.result + item -%}
|
| 35 |
+
{%- elif item is mapping and item.get("type") == "image" -%}
|
| 36 |
+
{%- set _ns.result = _ns.result + "<|vision_start|><|image|><|vision_end|>" -%}
|
| 37 |
+
{%- elif item is mapping and item.get("type") == "video" -%}
|
| 38 |
+
{%- set _ns.result = _ns.result + "<|vision_start|><|video|><|vision_end|>" -%}
|
| 39 |
+
{%- elif item is mapping and item.get("type") == "text" -%}
|
| 40 |
+
{%- set _ns.result = _ns.result + ((item.get("text") or "") | string) -%}
|
| 41 |
+
{%- else -%}
|
| 42 |
+
{%- set _ns.result = _ns.result + (item | tojson) -%}
|
| 43 |
+
{%- endif -%}
|
| 44 |
+
{%- endfor -%}
|
| 45 |
+
{{- _ns.result -}}
|
| 46 |
+
{%- elif content is not none -%}
|
| 47 |
+
{{- content | tojson -}}
|
| 48 |
+
{%- endif -%}
|
| 49 |
+
{%- endmacro -%}
|
| 50 |
+
|
| 51 |
+
{%- macro render_tool_calls(tool_calls) -%}
|
| 52 |
+
{%- for tool_call in tool_calls -%}
|
| 53 |
+
{%- if not loop.first -%}{{- "\n\n" -}}{%- endif -%}
|
| 54 |
+
{%- set func = tool_call["function"] if "function" in tool_call else tool_call -%}
|
| 55 |
+
{%- set func_args = func.get("arguments") -%}
|
| 56 |
+
{%- if func_args is string and (func_args | trim) not in ["", "{}", "null"] -%}
|
| 57 |
+
{{- raise_exception("Tool call arguments must be a mapping, got a JSON-encoded string: parse arguments with json.loads() before applying the chat template") -}}
|
| 58 |
+
{%- endif -%}
|
| 59 |
+
{{- "<tool_call>\n<function=" + func["name"] + ">\n" -}}
|
| 60 |
+
{%- if func_args is mapping -%}
|
| 61 |
+
{%- for arg_name, arg_value in func_args.items() -%}
|
| 62 |
+
{{- "<parameter=" + arg_name + ">\n" + render_value(arg_value) + "\n</parameter>\n" -}}
|
| 63 |
+
{%- endfor -%}
|
| 64 |
+
{%- endif -%}
|
| 65 |
+
{{- "</function>\n</tool_call>" -}}
|
| 66 |
+
{%- endfor -%}
|
| 67 |
+
{%- endmacro -%}
|
| 68 |
+
|
| 69 |
+
{%- macro tool_to_json(tool) -%}
|
| 70 |
+
{%- set fn = tool.function if tool.function is defined else tool -%}
|
| 71 |
+
{%- set ns_t = namespace(first=true) -%}
|
| 72 |
+
{{- "{" -}}
|
| 73 |
+
{%- for k, v in fn.items() -%}
|
| 74 |
+
{%- if k != "defer_loading" -%}
|
| 75 |
+
{%- if not ns_t.first -%}{{- ", " -}}{%- endif -%}
|
| 76 |
+
{%- set ns_t.first = false -%}
|
| 77 |
+
{{- k | tojson -}}{{- ": " -}}{{- v | tojson -}}
|
| 78 |
+
{%- endif -%}
|
| 79 |
+
{%- endfor -%}
|
| 80 |
+
{{- "}" -}}
|
| 81 |
+
{%- endmacro -%}
|
| 82 |
+
|
| 83 |
+
{%- macro is_tool_reference(item) -%}
|
| 84 |
+
{{- "1" if item is mapping and item.get("type") == "tool_reference" else "" -}}
|
| 85 |
+
{%- endmacro -%}
|
| 86 |
+
|
| 87 |
+
{%- macro referenced_tool_to_json(name) -%}
|
| 88 |
+
{%- set _ns = namespace(found=none) -%}
|
| 89 |
+
{%- for tool in tools or [] -%}
|
| 90 |
+
{%- set fn = tool.function if tool.function is defined else tool -%}
|
| 91 |
+
{%- if fn.name == name -%}
|
| 92 |
+
{%- set _ns.found = fn -%}
|
| 93 |
+
{%- endif -%}
|
| 94 |
+
{%- endfor -%}
|
| 95 |
+
{%- if _ns.found is none -%}
|
| 96 |
+
{{- raise_exception("Tool reference '" + name | string + "' not found in available tools. Every tool referenced by a tool_reference must be in `tools` on every request.") -}}
|
| 97 |
+
{%- endif -%}
|
| 98 |
+
{{- tool_to_json(_ns.found) -}}
|
| 99 |
+
{%- endmacro -%}
|
| 100 |
+
|
| 101 |
+
{%- macro render_tool_response(content) -%}
|
| 102 |
+
{%- if content is string and "<tool_response>" in content -%}
|
| 103 |
+
{{- content -}}
|
| 104 |
+
{%- else -%}
|
| 105 |
+
{{- "<tool_response>\n" -}}
|
| 106 |
+
{%- if content is string -%}
|
| 107 |
+
{{- content -}}
|
| 108 |
+
{%- elif content is mapping -%}
|
| 109 |
+
{{- parse_content(content) -}}
|
| 110 |
+
{%- elif content is iterable -%}
|
| 111 |
+
{%- for item in content -%}
|
| 112 |
+
{%- if not loop.first -%}{{- "\n" -}}{%- endif -%}
|
| 113 |
+
{%- if is_tool_reference(item) -%}
|
| 114 |
+
{%- if loop.first or not is_tool_reference(loop.previtem) -%}
|
| 115 |
+
{{- "<additional_tools>\n" -}}
|
| 116 |
+
{%- endif -%}
|
| 117 |
+
{{- referenced_tool_to_json(item.name) -}}
|
| 118 |
+
{%- if loop.last or not is_tool_reference(loop.nextitem) -%}
|
| 119 |
+
{{- "\n</additional_tools>" -}}
|
| 120 |
+
{%- endif -%}
|
| 121 |
+
{%- elif item is mapping and item.result is defined and item.result is mapping and item.result.tools is defined -%}
|
| 122 |
+
{{- "<additional_tools>\n" -}}
|
| 123 |
+
{%- set _tl = item.result.tools -%}
|
| 124 |
+
{%- if _tl is string -%}
|
| 125 |
+
{{- _tl -}}
|
| 126 |
+
{%- elif _tl is mapping -%}
|
| 127 |
+
{{- tool_to_json(_tl) -}}
|
| 128 |
+
{%- else -%}
|
| 129 |
+
{%- for t in _tl -%}
|
| 130 |
+
{%- if not loop.first -%}{{- "\n" -}}{%- endif -%}
|
| 131 |
+
{{- tool_to_json(t) -}}
|
| 132 |
+
{%- endfor -%}
|
| 133 |
+
{%- endif -%}
|
| 134 |
+
{{- "\n</additional_tools>" -}}
|
| 135 |
+
{%- else -%}
|
| 136 |
+
{{- parse_content(item) -}}
|
| 137 |
+
{%- endif -%}
|
| 138 |
+
{%- endfor -%}
|
| 139 |
+
{%- elif content is not none -%}
|
| 140 |
+
{{- content | tojson -}}
|
| 141 |
+
{%- endif -%}
|
| 142 |
+
{{- "\n</tool_response>" -}}
|
| 143 |
+
{%- endif -%}
|
| 144 |
+
{%- endmacro -%}
|
| 145 |
+
|
| 146 |
+
{%- set ns = namespace(system_prompt="", last_user_index=-1) -%}
|
| 147 |
+
{%- if messages and messages[0]["role"] == "system" -%}
|
| 148 |
+
{%- if messages[0].get("content") -%}
|
| 149 |
+
{%- set ns.system_prompt = parse_content(messages[0]["content"]) -%}
|
| 150 |
+
{%- endif -%}
|
| 151 |
+
{%- set messages = messages[1:] -%}
|
| 152 |
+
{%- endif -%}
|
| 153 |
+
{%- if tools -%}
|
| 154 |
+
{%- set tools_ns = namespace(lines=[]) -%}
|
| 155 |
+
{%- for tool in tools -%}
|
| 156 |
+
{%- set fn = tool.function if tool.function is defined else tool -%}
|
| 157 |
+
{%- set _dyn = (fn.defer_loading is defined and fn.defer_loading) or (tool.defer_loading is defined and tool.defer_loading) -%}
|
| 158 |
+
{%- if not _dyn -%}
|
| 159 |
+
{%- set tools_ns.lines = tools_ns.lines + [tool_to_json(fn)] -%}
|
| 160 |
+
{%- endif -%}
|
| 161 |
+
{%- endfor -%}
|
| 162 |
+
{%- if tools_ns.lines -%}
|
| 163 |
+
{%- set ns.system_prompt = ns.system_prompt + ("\n\n" if ns.system_prompt else "") + "<tools>\n" + (tools_ns.lines | join("\n")) + "\n</tools>" -%}
|
| 164 |
+
{%- endif -%}
|
| 165 |
+
{%- endif -%}
|
| 166 |
+
{%- if ns.system_prompt -%}
|
| 167 |
+
{{- "<|im_start|>system\n" + ns.system_prompt + "<|im_end|>\n" -}}
|
| 168 |
+
{%- endif -%}
|
| 169 |
+
{%- for message in messages -%}
|
| 170 |
+
{%- if message["role"] == "user" -%}
|
| 171 |
+
{%- set ns.last_user_index = loop.index0 -%}
|
| 172 |
+
{%- endif -%}
|
| 173 |
+
{%- endfor -%}
|
| 174 |
+
{%- set carry = namespace(pending=[]) -%}
|
| 175 |
+
{%- for message in messages -%}
|
| 176 |
+
{%- set _next = messages[loop.index0 + 1] if not loop.last else none -%}
|
| 177 |
+
{%- set _merge = message.role == "tool" and not message.get("additional_tools")
|
| 178 |
+
and _next is not none and _next.role == "tool" and not _next.get("additional_tools")
|
| 179 |
+
and message.get("tool_call_id") and _next.get("tool_call_id") == message.get("tool_call_id") -%}
|
| 180 |
+
{%- set _items = [] -%}
|
| 181 |
+
{%- if message.role == "tool" and not message.get("additional_tools") -%}
|
| 182 |
+
{%- set _c = message.get("content") -%}
|
| 183 |
+
{%- if _c is string -%}
|
| 184 |
+
{%- set _items = [{"type": "text", "text": _c}] if _c else [] -%}
|
| 185 |
+
{%- elif _c is mapping -%}
|
| 186 |
+
{%- set _items = [_c] -%}
|
| 187 |
+
{%- elif _c is iterable -%}
|
| 188 |
+
{%- set _items = _c | list -%}
|
| 189 |
+
{%- elif _c is not none -%}
|
| 190 |
+
{%- set _items = [_c] -%}
|
| 191 |
+
{%- endif -%}
|
| 192 |
+
{%- endif -%}
|
| 193 |
+
{%- if _merge -%}
|
| 194 |
+
{%- set carry.pending = carry.pending + _items -%}
|
| 195 |
+
{%- else -%}
|
| 196 |
+
{{- "<|im_start|>" + message.role + "\n" -}}
|
| 197 |
+
{%- if message.role == "assistant" -%}
|
| 198 |
+
{%- generation -%}
|
| 199 |
+
{%- set thinking = message.thinking if message.thinking is defined else message.reasoning if message.reasoning is defined else message.reasoning_content -%}
|
| 200 |
+
{%- set keep_thinking = preserve_thinking or loop.index0 > ns.last_user_index -%}
|
| 201 |
+
{%- if thinking is defined and keep_thinking -%}
|
| 202 |
+
{{- "<think>" + (thinking or "") + "</think>" -}}
|
| 203 |
+
{%- elif keep_thinking and "</think>" not in (message.get("content") if message.get("content") is string else "") -%}
|
| 204 |
+
{{- "<think></think>" -}}
|
| 205 |
+
{%- endif -%}
|
| 206 |
+
{%- set _cfm_tag = "CONTINUE_FINAL_MESSAGE_TAG " -%}
|
| 207 |
+
{%- set _has_cfm = false -%}
|
| 208 |
+
{%- set content = "" -%}
|
| 209 |
+
{%- if message.get("content") -%}
|
| 210 |
+
{%- set content = parse_content(message.content) -%}
|
| 211 |
+
{%- endif -%}
|
| 212 |
+
{%- if not keep_thinking -%}
|
| 213 |
+
{%- if "</think>" in content -%}
|
| 214 |
+
{%- set content = content.split("</think>")[-1] | trim -%}
|
| 215 |
+
{%- endif -%}
|
| 216 |
+
{%- set content = "<think></think>" + content -%}
|
| 217 |
+
{%- endif -%}
|
| 218 |
+
{%- if content.endswith(_cfm_tag) -%}
|
| 219 |
+
{%- set _has_cfm = true -%}
|
| 220 |
+
{%- set _trunc_len = (content | length) - (_cfm_tag | length) -%}
|
| 221 |
+
{%- set content = content[:_trunc_len] -%}
|
| 222 |
+
{%- endif -%}
|
| 223 |
+
{{- content -}}
|
| 224 |
+
{%- if message.tool_calls -%}
|
| 225 |
+
{{- render_tool_calls(message.tool_calls) -}}
|
| 226 |
+
{%- endif -%}
|
| 227 |
+
{%- if _has_cfm -%}
|
| 228 |
+
{{- _cfm_tag -}}
|
| 229 |
+
{%- endif -%}
|
| 230 |
+
{{- "<|im_end|>\n" -}}
|
| 231 |
+
{%- endgeneration -%}
|
| 232 |
+
{%- elif message.role == "tool" -%}
|
| 233 |
+
{%- if message.get("additional_tools") -%}
|
| 234 |
+
{%- set _at = message["additional_tools"] -%}
|
| 235 |
+
{%- if _at is mapping or (_at is sequence and _at is not string) -%}
|
| 236 |
+
{%- set _src = _at -%}
|
| 237 |
+
{%- else -%}
|
| 238 |
+
{%- set _src = message.get("content") -%}
|
| 239 |
+
{%- endif -%}
|
| 240 |
+
{%- if _src is string and "<tool_response>" in _src -%}
|
| 241 |
+
{{- _src -}}
|
| 242 |
+
{%- elif _src is string and "<additional_tools>" in _src -%}
|
| 243 |
+
{{- "<tool_response>\n" + _src + "\n</tool_response>" -}}
|
| 244 |
+
{%- elif _src -%}
|
| 245 |
+
{{- "<tool_response>\n<additional_tools>\n" -}}
|
| 246 |
+
{%- if _src is string -%}
|
| 247 |
+
{{- _src -}}
|
| 248 |
+
{%- elif _src is mapping -%}
|
| 249 |
+
{{- tool_to_json(_src) -}}
|
| 250 |
+
{%- else -%}
|
| 251 |
+
{%- for t in _src -%}
|
| 252 |
+
{%- if not loop.first -%}{{- "\n" -}}{%- endif -%}
|
| 253 |
+
{{- tool_to_json(t) -}}
|
| 254 |
+
{%- endfor -%}
|
| 255 |
+
{%- endif -%}
|
| 256 |
+
{{- "\n</additional_tools>\n</tool_response>" -}}
|
| 257 |
+
{%- endif -%}
|
| 258 |
+
{%- elif carry.pending -%}
|
| 259 |
+
{{- render_tool_response(carry.pending + _items) -}}
|
| 260 |
+
{%- set carry.pending = [] -%}
|
| 261 |
+
{%- else -%}
|
| 262 |
+
{{- render_tool_response("" if message.get("content") is none else message.get("content")) -}}
|
| 263 |
+
{%- endif -%}
|
| 264 |
+
{{- "<|im_end|>\n" -}}
|
| 265 |
+
{%- else %}
|
| 266 |
+
{%- if message.get("content") -%}
|
| 267 |
+
{{- parse_content(message["content"]) -}}
|
| 268 |
+
{%- endif -%}
|
| 269 |
+
{{- "<|im_end|>\n" -}}
|
| 270 |
+
{%- endif %}
|
| 271 |
+
{%- endif -%}
|
| 272 |
+
{%- endfor -%}
|
| 273 |
+
{%- if add_generation_prompt -%}
|
| 274 |
+
{{- "<|im_start|>assistant\n" -}}
|
| 275 |
+
{%- if enable_thinking -%}
|
| 276 |
+
{{- "<think>" -}}
|
| 277 |
+
{%- else -%}
|
| 278 |
+
{{- "<think></think>" -}}
|
| 279 |
+
{%- endif -%}
|
| 280 |
+
{%- endif -%}
|
tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a39eed58008cbcbc09e5b629b81338a654269c64cd13348aaa6090f4db75c7e7
|
| 3 |
+
size 17908258
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backend": "tokenizers",
|
| 3 |
+
"bos_token": "<|startoftext|>",
|
| 4 |
+
"eos_token": "<|im_end|>",
|
| 5 |
+
"extra_special_tokens": [],
|
| 6 |
+
"image_token": "<|image|>",
|
| 7 |
+
"is_local": false,
|
| 8 |
+
"local_files_only": false,
|
| 9 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 10 |
+
"model_specific_special_tokens": {
|
| 11 |
+
"image_token": "<|image|>",
|
| 12 |
+
"video_token": "<|video|>",
|
| 13 |
+
"vision_end_token": "<|vision_end|>",
|
| 14 |
+
"vision_start_token": "<|vision_start|>"
|
| 15 |
+
},
|
| 16 |
+
"pad_token": "<|pad|>",
|
| 17 |
+
"processor_class": "Lfm3VlProcessor",
|
| 18 |
+
"response_template": {
|
| 19 |
+
"defaults": {
|
| 20 |
+
"role": "assistant"
|
| 21 |
+
},
|
| 22 |
+
"fields": {
|
| 23 |
+
"content": {
|
| 24 |
+
"close_pattern": "<\\|im_end\\|>\\s*",
|
| 25 |
+
"content": "text"
|
| 26 |
+
},
|
| 27 |
+
"reasoning_content": {
|
| 28 |
+
"close_pattern": "</think>\\s*",
|
| 29 |
+
"content": "text",
|
| 30 |
+
"open_pattern": "<think>\\n?"
|
| 31 |
+
},
|
| 32 |
+
"tool_calls": {
|
| 33 |
+
"close_pattern": "</tool_call>\\s*",
|
| 34 |
+
"content": "xml-inline",
|
| 35 |
+
"content_args": {
|
| 36 |
+
"tag_pattern": "<parameter=(?P<key>[^>\\n]+)>\\n?(?P<value>.*?)\\n?</parameter>(?=\\s*(?:<parameter=|</function>\\s*\\Z|\\Z))",
|
| 37 |
+
"value_parser": {
|
| 38 |
+
"args": {
|
| 39 |
+
"strip": false
|
| 40 |
+
},
|
| 41 |
+
"name": "text"
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"open_pattern": "<tool_call>\\s*<function=(?P<name>[^\\n>]+)>",
|
| 45 |
+
"repeats": true,
|
| 46 |
+
"transform": {
|
| 47 |
+
"function": {
|
| 48 |
+
"arguments": "{content}",
|
| 49 |
+
"name": "{name}"
|
| 50 |
+
},
|
| 51 |
+
"type": "function"
|
| 52 |
+
}
|
| 53 |
+
}
|
| 54 |
+
},
|
| 55 |
+
"start_anchor_pattern": "<\\|im_start\\|>assistant\\n"
|
| 56 |
+
},
|
| 57 |
+
"tokenizer_class": "TokenizersBackend",
|
| 58 |
+
"video_token": "<|video|>",
|
| 59 |
+
"vision_end_token": "<|vision_end|>",
|
| 60 |
+
"vision_start_token": "<|vision_start|>"
|
| 61 |
+
}
|