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Model: Lambent/Arsenic-Shahrazad-12B-v4.4.1-mtp Source: Original Platform
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README.md
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README.md
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---
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base_model: Lambent/Arsenic-Shahrazad-12B-v4.4
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library_name: transformers
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tags:
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- mistral
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- mistral-nemo
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- speculative-decoding
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- mtp
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- self-speculative
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- not-for-all-audiences
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license: cc-by-nc-4.0
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---
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Fork of llama.cpp to run the MTP head:
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https://github.com/lambentLogic/llama.cpp/tree/mtp-llama-mistral
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# Arsenic-Shahrazad-12B-v4.4.1-mtp
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A **co-adapted** variant of Arsenic-Shahrazad-12B-v4.4, trained alongside a Multi-Token-Prediction (MTP) draft head.
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The draft head was initially trained with the main model frozen, and then trained alongside the main model.
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This does increase speed slightly, especially at lower temperatures, but is mostly an exploration - likely not as effective as Qwen's yet.
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Usable as an ordinary chat model on its own; pair it with the MTP head GGUF for the speedup.
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## What "co-adapted" means here
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v4.4.1 was produced by training the base model (QLoRA, very low LR) and an MTP draft head together on her own temperature-1 self-generated samples — spanning creative writing, conversation, explanation, debate, poetry/constrained form, translation, and research, plus persona-conditioned variations for breadth.
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## Speedup (llama.cpp MTP speculative decoding)
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Draft acceptance and throughput vs. the initial v4.4 frozen-trunk MTP head, both Q5_K_M trunk + Q8 (T=0.4-baked) head, `n_max=1`, on in-distribution prompts:
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| temp | v4.4.1 accept | v4.4 head accept | v4.4.1 tok/s | v4.4 tok/s |
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|:----:|:-------------:|:----------------:|:------------:|:----------:|
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| 0.3 | **0.418** | 0.373 | 81.5 | 75.5 |
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| 0.5 | **0.393** | 0.360 | 75.6 | 73.9 |
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| 0.7 | **0.416** | 0.371 | 76.8 | 74.1 |
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≈ +10% relative draft acceptance across the temperature range.
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Edit: After upstream improvements to MTP merged in, the tok/s have improved (calculated with the Q5_K_M model and Q8_0 head):
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| temp | draft accept | tok/s (MTP) | tok/s (no MTP) | speedup |
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|:----:|:------------:|:-----------:|:--------------:|:-------:|
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| 0.3 | 0.43 | 83.8 | 76.0 | **+10%** |
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| 0.5 | 0.42 | 82.3 | 74.6 | **+10%** |
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| 0.7 | 0.44 | 81.9 | 73.3 | **+12%** |
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## Usage
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### With MTP acceleration (llama.cpp)
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Requires the MTP draft-head GGUF and a llama.cpp build with `draft-mtp` support, not yet implemented:
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```bash
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llama-server -m Arsenic-Shahrazad-12B-v4.4.1-Q5_K_M.gguf \
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--spec-type draft-mtp -md mtp-Arsenic-v4.4.1-T04-Q8_0.gguf \
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--spec-draft-n-max 1 --spec-draft-p-min 0.0 \
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-ngl 99 -c 8192
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```
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chat_template.jinja
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chat_template.jinja
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{#- Default system message if no system prompt is passed. #}
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{%- set default_system_message = '' %}
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{#- Begin of sequence token. #}
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{{- bos_token }}
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{#- Handle system prompt if it exists. #}
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{#- System prompt supports text content or text chunks. #}
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{%- if messages[0]['role'] == 'system' %}
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{{- '[SYSTEM_PROMPT]' -}}
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{%- if messages[0]['content'] is string %}
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{{- messages[0]['content'] -}}
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{%- else %}
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{%- for block in messages[0]['content'] %}
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{%- if block['type'] == 'text' %}
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{{- block['text'] }}
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{%- else %}
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{{- raise_exception('Only text chunks are supported in system message contents.') }}
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{%- endif %}
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{%- endfor %}
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{%- endif %}
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{{- '[/SYSTEM_PROMPT]' -}}
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{%- set loop_messages = messages[1:] %}
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{%- else %}
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{%- set loop_messages = messages %}
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{%- if default_system_message != '' %}
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{{- '[SYSTEM_PROMPT]' + default_system_message + '[/SYSTEM_PROMPT]' }}
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{%- endif %}
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{%- endif %}
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{#- Tools definition #}
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{%- set tools_definition = '' %}
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{%- set has_tools = false %}
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{%- if tools is defined and tools is not none and tools|length > 0 %}
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{%- set has_tools = true %}
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{%- set tools_definition = '[AVAILABLE_TOOLS]' + (tools| tojson) + '[/AVAILABLE_TOOLS]' %}
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{{- tools_definition }}
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{%- endif %}
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{#- Checks for alternating user/assistant messages. #}
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{%- set ns = namespace(index=0) %}
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{%- for message in loop_messages %}
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{%- if message.role == 'user' or (message.role == 'assistant' and (message.tool_calls is not defined or message.tool_calls is none or message.tool_calls | length == 0)) %}
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{%- if (message['role'] == 'user') != (ns.index % 2 == 0) %}
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{{- raise_exception('After the optional system message, conversation roles must alternate user and assistant roles except for tool calls and results.') }}
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{%- endif %}
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{%- set ns.index = ns.index + 1 %}
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{%- endif %}
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{%- endfor %}
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{#- Handle conversation messages. #}
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{%- for message in loop_messages %}
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{#- User messages supports text content or text and image chunks. #}
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{%- if message['role'] == 'user' %}
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{%- if message['content'] is string %}
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{{- '[INST]' + message['content'] + '[/INST]' }}
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{%- elif message['content'] | length > 0 %}
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{{- '[INST]' }}
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{%- if message['content'] | length == 2 %}
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{%- set blocks = message['content'] | sort(attribute='type') %}
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{%- else %}
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{%- set blocks = message['content'] %}
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{%- endif %}
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{%- for block in blocks %}
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{%- if block['type'] == 'text' %}
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{{- block['text'] }}
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{%- elif block['type'] in ['image', 'image_url'] %}
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{{- '[IMG]' }}
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{%- else %}
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{{- raise_exception('Only text, image and image_url chunks are supported in user message content.') }}
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{%- endif %}
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{%- endfor %}
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{{- '[/INST]' }}
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{%- else %}
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{{- raise_exception('User message must have a string or a list of chunks in content') }}
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{%- endif %}
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{#- Assistant messages supports text content or text and image chunks. #}
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{%- elif message['role'] == 'assistant' %}
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{%- if (message['content'] is none or message['content'] == '' or message['content']|length == 0) and (message['tool_calls'] is not defined or message['tool_calls'] is none or message['tool_calls']|length == 0) %}
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{{- raise_exception('Assistant message must have a string or a list of chunks in content or a list of tool calls.') }}
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{%- endif %}
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{%- if message['content'] is string %}
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{{- message['content'] }}
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{%- elif message['content'] | length > 0 %}
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{%- for block in message['content'] %}
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{%- if block['type'] == 'text' %}
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{{- block['text'] }}
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{%- else %}
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{{- raise_exception('Only text chunks are supported in assistant message contents.') }}
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{%- endif %}
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{%- endfor %}
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{%- endif %}
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{%- if message['tool_calls'] is defined and message['tool_calls'] is not none and message['tool_calls']|length > 0 %}
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{%- for tool in message['tool_calls'] %}
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{%- set arguments = tool['function']['arguments'] %}
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{%- if arguments is not string %}
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{%- set arguments = arguments|tojson|safe %}
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{%- elif arguments == '' %}
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{%- set arguments = '{}' %}
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{%- endif %}
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{{- '[TOOL_CALLS]' + tool['function']['name'] + '[ARGS]' + arguments }}
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{%- endfor %}
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{%- endif %}
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{#- End of sequence token for each assistant messages. #}
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{{- eos_token }}
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{#- Tool messages only supports text content. #}
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{%- elif message['role'] == 'tool' %}
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{{- '[TOOL_RESULTS]' + message['content']|string + '[/TOOL_RESULTS]' }}
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{#- Raise exception for unsupported roles. #}
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{%- else %}
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{{- raise_exception('Only user, assistant and tool roles are supported, got ' + message['role'] + '.') }}
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{%- endif %}
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{%- endfor %}
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config.json
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config.json
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{
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"dtype": "bfloat16",
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"eos_token_id": 2,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 5120,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 1024000,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 40,
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"num_key_value_heads": 8,
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"pad_token_id": 10,
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"rms_norm_eps": 1e-05,
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"rope_parameters": {
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"rope_theta": 1000000.0,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.2.0",
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"unsloth_version": "2025.12.6",
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"use_cache": false,
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"vocab_size": 131072
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}
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generation_config.json
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"pad_token_id": 10,
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"transformers_version": "5.2.0",
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"use_cache": false
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}
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30
special_tokens_map.json
Normal file
30
special_tokens_map.json
Normal file
@@ -0,0 +1,30 @@
|
||||
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3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
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version https://git-lfs.github.com/spec/v1
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size 17078306
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8015
tokenizer_config.json
Normal file
8015
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user