Commit ·
37cf08d
0
Parent(s):
Duplicate from mlx-community/LFM2.5-2.6B-8bit
Browse filesCo-authored-by: Prince Canuma <prince-canuma@users.noreply.huggingface.co>
- .gitattributes +36 -0
- README.md +46 -0
- chat_template.jinja +125 -0
- config.json +103 -0
- generation_config.json +15 -0
- model.safetensors +3 -0
- model.safetensors.index.json +607 -0
- tokenizer.json +3 -0
- tokenizer_config.json +13 -0
.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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*.npy filter=lfs diff=lfs merge=lfs -text
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*.npz filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
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*.ot filter=lfs diff=lfs merge=lfs -text
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*.parquet filter=lfs diff=lfs merge=lfs -text
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*.pb filter=lfs diff=lfs merge=lfs -text
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*.pickle filter=lfs diff=lfs merge=lfs -text
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*.pkl filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.pth filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar.* filter=lfs diff=lfs merge=lfs -text
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*.tar filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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library_name: mlx
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license: other
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license_name: lfm1.0
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license_link: LICENSE
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language:
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- ar
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- zh
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- en
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- fr
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- de
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- hi
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- id
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- it
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- ja
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- ko
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- pl
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- pt
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- ru
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- es
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- th
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- vi
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pipeline_tag: text-generation
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tags:
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- liquid
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- lfm2.5
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- edge
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- mlx
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base_model: LiquidAI/LFM2.5-2.6B
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---
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# mlx-community/LFM2.5-2.6B-8bit
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This model was converted to MLX format from [`LiquidAI/LFM2.5-2.6B`](https://huggingface.co/LiquidAI/LFM2.5-2.6B)
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using mlx-vlm version **0.6.10**.
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Refer to the [original model card](https://huggingface.co/LiquidAI/LFM2.5-2.6B) for more details on the model.
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## Use with mlx
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```bash
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pip install -U mlx-vlm
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```
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```bash
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python -m mlx_vlm.generate --model mlx-community/LFM2.5-2.6B-8bit --max-tokens 100 --temperature 0.0 --prompt "Describe this image." --image <path_to_image>
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```
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chat_template.jinja
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{{- bos_token -}}
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{%- set preserve_thinking = preserve_thinking | default(false) -%}
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{%- macro format_arg_value(arg_value) -%}
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{%- if arg_value is string -%}
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{{- "'" + (arg_value | replace("\\", "\\\\") | replace("'", "\\'") | replace("\n", "\\n") | replace("\r", "\\r")) + "'" -}}
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{%- elif arg_value is mapping or arg_value is iterable -%}
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{{- arg_value | tojson -}}
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{%- else -%}
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{{- arg_value | string -}}
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{%- endif -%}
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{%- endmacro -%}
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{%- macro parse_content(content) -%}
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{%- if content is string -%}
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{{- content -}}
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{%- elif content is mapping -%}
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{{- content | tojson -}}
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{%- elif content is iterable -%}
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{%- set _ns = namespace(result="") -%}
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{%- for item in content -%}
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{%- if item is string -%}
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{%- set _ns.result = _ns.result + item -%}
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{%- elif item is mapping and item.get("type") == "image" -%}
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{%- set _ns.result = _ns.result + "<image>" -%}
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{%- elif item is mapping and item.get("type") == "text" -%}
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{%- set _ns.result = _ns.result + ((item.get("text") or "") | string) -%}
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{%- else -%}
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{%- set _ns.result = _ns.result + (item | tojson) -%}
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{%- endif -%}
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{%- endfor -%}
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{{- _ns.result -}}
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{%- endif -%}
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{%- endmacro -%}
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{%- macro render_tool_calls(tool_calls) -%}
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{%- set tool_calls_ns = namespace(tool_calls=[]) -%}
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{%- for tool_call in tool_calls -%}
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{%- set func = tool_call["function"] if "function" in tool_call else tool_call -%}
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{%- set func_name = func["name"] -%}
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{%- set func_args = func.get("arguments") -%}
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{%- set args_ns = namespace(arg_strings=[]) -%}
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{%- if func_args is mapping -%}
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| 44 |
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{%- for arg_name, arg_value in func_args.items() -%}
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{%- set args_ns.arg_strings = args_ns.arg_strings + [arg_name + "=" + format_arg_value(arg_value)] -%}
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{%- endfor -%}
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{%- elif func_args is string and (func_args | trim) not in ["", "{}", "null"] -%}
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| 48 |
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{{- raise_exception("Tool call arguments must be a mapping, got a JSON-encoded string: parse arguments with json.loads() before applying the chat template") -}}
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| 49 |
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{%- endif -%}
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{%- set tool_calls_ns.tool_calls = tool_calls_ns.tool_calls + [func_name + "(" + (args_ns.arg_strings | join(", ")) + ")"] -%}
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{%- endfor -%}
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{{- "<|tool_call_start|>[" + (tool_calls_ns.tool_calls | join(", ")) + "]<|tool_call_end|>" -}}
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{%- endmacro -%}
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{%- set ns = namespace(system_prompt="", last_user_index=-1) -%}
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{%- if messages and messages[0]["role"] == "system" -%}
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{%- if messages[0].get("content") -%}
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{%- set ns.system_prompt = parse_content(messages[0]["content"]) -%}
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| 59 |
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{%- endif -%}
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{%- set messages = messages[1:] -%}
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{%- endif -%}
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{%- if tools -%}
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{%- set ns.system_prompt = ns.system_prompt + ("\n" if ns.system_prompt else "") + "List of tools: [" -%}
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| 64 |
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{%- for tool in tools -%}
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{%- if tool is not string -%}
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| 66 |
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{%- set tool = tool | tojson -%}
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| 67 |
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{%- endif -%}
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{%- set ns.system_prompt = ns.system_prompt + tool -%}
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{%- if not loop.last -%}
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{%- set ns.system_prompt = ns.system_prompt + ", " -%}
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| 71 |
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{%- endif -%}
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| 72 |
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{%- endfor -%}
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{%- set ns.system_prompt = ns.system_prompt + "]" -%}
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{%- endif -%}
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{%- if ns.system_prompt -%}
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{{- "<|im_start|>system\n" + ns.system_prompt + "<|im_end|>\n" -}}
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{%- endif -%}
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{%- for message in messages -%}
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{%- if message["role"] == "user" -%}
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{%- set ns.last_user_index = loop.index0 -%}
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{%- endif -%}
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{%- endfor -%}
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{%- for message in messages -%}
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{{- "<|im_start|>" + message.role + "\n" -}}
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{%- if message.role == "assistant" -%}
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{%- generation -%}
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{%- set keep_thinking = preserve_thinking or loop.index0 > ns.last_user_index -%}
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{%- set thinking = message.thinking or message.reasoning or message.reasoning_content -%}
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{%- set thinking = thinking if thinking is string else "" -%}
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{%- if thinking and keep_thinking -%}
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{{- "<think>" + thinking + "</think>" -}}
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{%- endif -%}
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{%- set _cfm_tag = "CONTINUE_FINAL_MESSAGE_TAG " -%}
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{%- set _has_cfm = false -%}
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| 95 |
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{%- set content = "" -%}
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| 96 |
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{%- if message.get("content") -%}
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{%- set content = parse_content(message.content) -%}
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| 98 |
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{%- endif -%}
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{%- if not keep_thinking and "</think>" in content -%}
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{%- set content = content.split("</think>")[-1] | trim -%}
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| 101 |
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{%- endif -%}
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| 102 |
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{%- if content.endswith(_cfm_tag) -%}
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| 103 |
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{%- set _has_cfm = true -%}
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| 104 |
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{%- set _trunc_len = (content | length) - (_cfm_tag | length) -%}
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| 105 |
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{%- set content = content[:_trunc_len] -%}
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| 106 |
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{%- endif -%}
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| 107 |
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{{- content -}}
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| 108 |
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{%- if message.tool_calls -%}
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| 109 |
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{{- render_tool_calls(message.tool_calls) -}}
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| 110 |
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{%- endif -%}
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| 111 |
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{%- if _has_cfm -%}
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| 112 |
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{{- _cfm_tag -}}
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| 113 |
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{%- endif -%}
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| 114 |
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{{- "<|im_end|>\n" -}}
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| 115 |
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{%- endgeneration -%}
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| 116 |
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{%- else %}
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| 117 |
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{%- if message.get("content") -%}
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| 118 |
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{{- parse_content(message["content"]) -}}
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| 119 |
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{%- endif -%}
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| 120 |
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{{- "<|im_end|>\n" -}}
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| 121 |
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{%- endif %}
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| 122 |
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{%- endfor -%}
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| 123 |
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{%- if add_generation_prompt -%}
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| 124 |
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{{- "<|im_start|>assistant\n<think>" -}}
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| 125 |
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{%- endif -%}
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config.json
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"Lfm2ForCausalLM"
|
| 4 |
+
],
|
| 5 |
+
"block_auto_adjust_ff_dim": false,
|
| 6 |
+
"block_dim": 2048,
|
| 7 |
+
"block_ffn_dim_multiplier": 1.0,
|
| 8 |
+
"block_mlp_init_scale": 1.0,
|
| 9 |
+
"block_multiple_of": 256,
|
| 10 |
+
"block_norm_eps": 1e-05,
|
| 11 |
+
"block_out_init_scale": 1.0,
|
| 12 |
+
"block_use_swiglu": true,
|
| 13 |
+
"block_use_xavier_init": true,
|
| 14 |
+
"bos_token_id": 124894,
|
| 15 |
+
"conv_L_cache": 3,
|
| 16 |
+
"conv_bias": false,
|
| 17 |
+
"conv_dim": 2048,
|
| 18 |
+
"conv_use_xavier_init": true,
|
| 19 |
+
"dtype": "bfloat16",
|
| 20 |
+
"eos_token_id": [
|
| 21 |
+
124900
|
| 22 |
+
],
|
| 23 |
+
"generation_config": {
|
| 24 |
+
"_from_model_config": true,
|
| 25 |
+
"bos_token_id": 124894,
|
| 26 |
+
"eos_token_id": [
|
| 27 |
+
124900
|
| 28 |
+
],
|
| 29 |
+
"output_attentions": false,
|
| 30 |
+
"output_hidden_states": false,
|
| 31 |
+
"pad_token_id": 124893,
|
| 32 |
+
"temperature": 0.1,
|
| 33 |
+
"top_k": 50,
|
| 34 |
+
"repetition_penalty": 1.1,
|
| 35 |
+
"transformers_version": "5.2.0",
|
| 36 |
+
"use_cache": true
|
| 37 |
+
},
|
| 38 |
+
"hidden_size": 2048,
|
| 39 |
+
"initializer_range": 0.02,
|
| 40 |
+
"intermediate_size": 10752,
|
| 41 |
+
"layer_types": [
|
| 42 |
+
"conv",
|
| 43 |
+
"conv",
|
| 44 |
+
"full_attention",
|
| 45 |
+
"conv",
|
| 46 |
+
"conv",
|
| 47 |
+
"full_attention",
|
| 48 |
+
"conv",
|
| 49 |
+
"conv",
|
| 50 |
+
"conv",
|
| 51 |
+
"full_attention",
|
| 52 |
+
"conv",
|
| 53 |
+
"conv",
|
| 54 |
+
"conv",
|
| 55 |
+
"full_attention",
|
| 56 |
+
"conv",
|
| 57 |
+
"conv",
|
| 58 |
+
"conv",
|
| 59 |
+
"full_attention",
|
| 60 |
+
"conv",
|
| 61 |
+
"conv",
|
| 62 |
+
"conv",
|
| 63 |
+
"full_attention",
|
| 64 |
+
"conv",
|
| 65 |
+
"conv",
|
| 66 |
+
"full_attention",
|
| 67 |
+
"conv",
|
| 68 |
+
"conv",
|
| 69 |
+
"full_attention",
|
| 70 |
+
"conv",
|
| 71 |
+
"conv"
|
| 72 |
+
],
|
| 73 |
+
"max_position_embeddings": 128000,
|
| 74 |
+
"model_type": "lfm2",
|
| 75 |
+
"norm_eps": 1e-05,
|
| 76 |
+
"num_attention_heads": 32,
|
| 77 |
+
"num_heads": 32,
|
| 78 |
+
"num_hidden_layers": 30,
|
| 79 |
+
"num_key_value_heads": 8,
|
| 80 |
+
"pad_token_id": 124893,
|
| 81 |
+
"quantization": {
|
| 82 |
+
"group_size": 64,
|
| 83 |
+
"bits": 8,
|
| 84 |
+
"mode": "affine"
|
| 85 |
+
},
|
| 86 |
+
"quantization_config": {
|
| 87 |
+
"group_size": 64,
|
| 88 |
+
"bits": 8,
|
| 89 |
+
"mode": "affine"
|
| 90 |
+
},
|
| 91 |
+
"rope_parameters": {
|
| 92 |
+
"rope_theta": 10000000.0,
|
| 93 |
+
"rope_type": "default"
|
| 94 |
+
},
|
| 95 |
+
"temperature": 0.1,
|
| 96 |
+
"tie_word_embeddings": true,
|
| 97 |
+
"top_k": 50,
|
| 98 |
+
"transformers_version": "5.2.0",
|
| 99 |
+
"use_cache": true,
|
| 100 |
+
"use_pos_enc": true,
|
| 101 |
+
"vision_config": {},
|
| 102 |
+
"vocab_size": 128000
|
| 103 |
+
}
|
generation_config.json
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_from_model_config": true,
|
| 3 |
+
"bos_token_id": 124894,
|
| 4 |
+
"eos_token_id": [
|
| 5 |
+
124900
|
| 6 |
+
],
|
| 7 |
+
"output_attentions": false,
|
| 8 |
+
"output_hidden_states": false,
|
| 9 |
+
"pad_token_id": 124893,
|
| 10 |
+
"temperature": 0.1,
|
| 11 |
+
"top_k": 50,
|
| 12 |
+
"repetition_penalty": 1.1,
|
| 13 |
+
"transformers_version": "5.2.0",
|
| 14 |
+
"use_cache": true
|
| 15 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9aa17a440e2faf267235f7e02d816b346b18c15f35a5dbfc8ff434bfbcceea9c
|
| 3 |
+
size 2866094994
|
model.safetensors.index.json
ADDED
|
@@ -0,0 +1,607 @@
|
|
|
|
|
|
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|
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| 596 |
+
"language_model.model.layers.9.self_attn.out_proj.biases": "model.safetensors",
|
| 597 |
+
"language_model.model.layers.9.self_attn.out_proj.scales": "model.safetensors",
|
| 598 |
+
"language_model.model.layers.9.self_attn.out_proj.weight": "model.safetensors",
|
| 599 |
+
"language_model.model.layers.9.self_attn.q_layernorm.weight": "model.safetensors",
|
| 600 |
+
"language_model.model.layers.9.self_attn.q_proj.biases": "model.safetensors",
|
| 601 |
+
"language_model.model.layers.9.self_attn.q_proj.scales": "model.safetensors",
|
| 602 |
+
"language_model.model.layers.9.self_attn.q_proj.weight": "model.safetensors",
|
| 603 |
+
"language_model.model.layers.9.self_attn.v_proj.biases": "model.safetensors",
|
| 604 |
+
"language_model.model.layers.9.self_attn.v_proj.scales": "model.safetensors",
|
| 605 |
+
"language_model.model.layers.9.self_attn.v_proj.weight": "model.safetensors"
|
| 606 |
+
}
|
| 607 |
+
}
|
tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:695be7802a0e4b8a81048f0ff5ebb7fc811a0ba5a6be63dbb24deb5a81096f41
|
| 3 |
+
size 17905598
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backend": "tokenizers",
|
| 3 |
+
"bos_token": "<|startoftext|>",
|
| 4 |
+
"clean_up_tokenization_spaces": false,
|
| 5 |
+
"eos_token": "<|im_end|>",
|
| 6 |
+
"is_local": true,
|
| 7 |
+
"legacy": false,
|
| 8 |
+
"local_files_only": false,
|
| 9 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 10 |
+
"pad_token": "<|pad|>",
|
| 11 |
+
"tokenizer_class": "TokenizersBackend",
|
| 12 |
+
"use_default_system_prompt": false
|
| 13 |
+
}
|