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Model: nightmedia/granite-4.1-8B-TNG-Coder-V11-3000-Heretic-BF16 Source: Original Platform
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README.md
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README.md
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---
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license: apache-2.0
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base_model:
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- ibm-granite/granite-4.1-8b
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- treadon/granite-4.1-8b-Abliterated-AND-Disinhibited
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- nightmedia/granite-4.1-8B-TNG-Coder-V11-3000-Heretic
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pipeline_tag: text-generation
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library_name: transformers
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tags:
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- finetune
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- granite-4.1
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- reasoning
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- thinking
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- emergent
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- mlx
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---
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# granite-4.1-8B-TNG-Coder-V11-3000-Heretic-BF16
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This model was trained on a base of treadon/granite-4.1-8b-Abliterated-AND-Disinhibited.
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The training was exclusively in backend development, and took place on DS9, with Spock and Data for Haskell, Worf for Golang, Odo for Python, assisted by Garak, Quark, and Q.
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The teacher was a Qwen3.6-35B-A3B with special tuning, profiled to respond in character, think, and serve humour as needed. A second round of training added a rich set of Claude traces, mixed in with lessons already learned.
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It has thinking mode by default, unlike the parent model.
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```brainwaves
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arc arc/e boolq hswag obkqa piqa wino
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bf16 0.561,0.756,0.862,0.747,0.438,0.805,0.711
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q8-hi 0.562,0.755,0.861,0.746,0.428,0.803,0.703
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qx86-hi 0.565,0.756,0.863,0.747,0.436,0.804,0.712
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```
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## Use with mlx
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```bash
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pip install mlx-lm
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```
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```python
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from mlx_lm import load, generate
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model, tokenizer = load("granite-4.1-8B-TNG-Coder-V11-3000-Heretic-BF16")
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prompt = "hello"
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if tokenizer.chat_template is not None:
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messages = [{"role": "user", "content": prompt}]
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prompt = tokenizer.apply_chat_template(
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messages, add_generation_prompt=True, return_dict=False,
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)
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response = generate(model, tokenizer, prompt=prompt, verbose=True)
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```
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116
chat_template.jinja
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chat_template.jinja
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{%- set system_message_prefix = 'You are a helpful assistant with reasoning ability. When faced with complexity, enclose your thoughts between <think></think> tags, then provide the answer.\n' %}
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{%- set tools_system_message_prefix = 'You are a helpful assistant with access to the following tools. You may call one or more tools to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>' %}
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{%- set tools_system_message_suffix = '\n</tools>\n\nFor each tool call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call>. If a tool does not exist in the provided list of tools, notify the user that you do not have the ability to fulfill the request.' %}
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{%- set documents_system_message_prefix = 'You are a helpful assistant with access to the following documents. You may use one or more documents to assist with the user query.\n\nYou are given a list of documents within <documents></documents> XML tags:\n<documents>' %}
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{%- set documents_system_message_suffix = '\n</documents>\n\nWrite the response to the user\'s input by strictly aligning with the facts in the provided documents. If the information needed to answer the question is not available in the documents, inform the user that the question cannot be answered based on the available data.' %}
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{%- if available_tools is defined and available_tools %}
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{%- set tools = available_tools %}
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{%- endif %}
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{%- set ns = namespace(tools_system_message=tools_system_message_prefix,
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documents_system_message=documents_system_message_prefix,
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system_message=''
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) %}
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{%- if tools %}
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{%- for tool in tools %}
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{%- set ns.tools_system_message = ns.tools_system_message + '\n' + (tool | tojson) %}
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{%- endfor %}
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{%- set ns.tools_system_message = ns.tools_system_message + tools_system_message_suffix %}
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{%- else %}
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{%- set ns.tools_system_message = '' %}
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{%- endif %}
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{%- if documents %}
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{%- for document in documents %}
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{%- set ns.documents_system_message = ns.documents_system_message + '\n' + (document | tojson) %}
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{%- endfor %}
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{%- set ns.documents_system_message = ns.documents_system_message + documents_system_message_suffix %}
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{%- else %}
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{%- set ns.documents_system_message = '' %}
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{%- endif %}
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{%- if messages[0].role == 'system' %}
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{%- if messages[0].content is string %}
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{%- set ns.system_message = messages[0].content %}
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{%- elif messages[0].content is iterable %}
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{%- for entry in messages[0].content %}
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{%- if entry.type== 'text' %}
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{%- if ns.system_message != '' %}
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{%- set ns.system_message = ns.system_message + '\n' %}
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{%- endif %}
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{%- set ns.system_message = ns.system_message + entry.text %}
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{%- endif %}
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{%- endfor %}
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{%- endif %}
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{%- if tools and documents %}
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{%- set ns.system_message = ns.system_message + '\n\n' + ns.tools_system_message + '\n\n' + ns.documents_system_message %}
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{%- elif tools %}
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{%- set ns.system_message = ns.system_message + '\n\n' + ns.tools_system_message %}
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{%- elif documents %}
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{%- set ns.system_message = ns.system_message + '\n\n' + ns.documents_system_message %}
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{%- endif %}
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{%- set ns.system_message = system_message_prefix + ns.system_message %}
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{%- else %}
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{%- if tools and documents %}
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{%- set ns.system_message = ns.tools_system_message + '\n\n' + ns.documents_system_message %}
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{%- elif tools %}
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{%- set ns.system_message = ns.tools_system_message %}
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{%- elif documents %}
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{%- set ns.system_message = ns.documents_system_message %}
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{%- endif %}
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{%- endif %}
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{%- if ns.system_message %}
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{{- '<|start_of_role|>system<|end_of_role|>' + ns.system_message + '<|end_of_text|>\n' }}
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{%- endif %}
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{%- for message in messages %}
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{%- set content = namespace(val='') %}
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{%- if message.content is string %}
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{%- set content.val = message.content %}
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{%- else %}
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{%- if message.content is iterable %}
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{%- for entry in message.content %}
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{%- if entry.type== 'text' %}
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{%- if content.val != '' %}
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{%- set content.val = content.val + '\n' %}
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{%- endif %}
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{%- set content.val = content.val + entry.text %}
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{%- endif %}
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{%- endfor %}
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{%- endif %}
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{%- endif %}
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{%- if (message.role == 'user') or (message.role == 'system' and not loop.first) %}
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{{- '<|start_of_role|>' + message.role + '<|end_of_role|>' + content.val + '<|end_of_text|>\n' }}
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{%- elif message.role == 'assistant' %}
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{{- '<|start_of_role|>' + message.role + '<|end_of_role|>' + content.val }}
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{%- if message.tool_calls %}
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{%- for tool_call in message.tool_calls %}
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{%- if (loop.first and content.val) or (not loop.first) %}
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{{- '\n' }}
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{%- endif %}
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{%- if tool_call.function %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '<tool_call>\n{"name": "' }}
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{{- tool_call.name }}
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{{- '", "arguments": ' }}
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{%- if tool_call.arguments is string %}
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{{- tool_call.arguments }}
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{%- else %}
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{{- tool_call.arguments | tojson }}
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{%- endif %}
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{{- '}\n</tool_call>' }}
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{%- endfor %}
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{%- endif %}
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{{- '<|end_of_text|>\n' }}
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{%- elif message.role == 'tool' %}
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{%- if loop.first or (messages[loop.index0 - 1].role != 'tool') %}
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{{- '<|start_of_role|>user<|end_of_role|>' }}
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{%- endif %}
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{{- '\n<tool_response>\n' }}
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{{- content.val }}
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{{- '\n</tool_response>' }}
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{%- if loop.last or (messages[loop.index0 + 1].role != 'tool') %}
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{{- '<|end_of_text|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|start_of_role|>assistant<|end_of_role|>' }}
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{%- endif %}
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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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"GraniteForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"attention_multiplier": 0.0078125,
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"bos_token_id": 100257,
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"dtype": "bfloat16",
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"embedding_multiplier": 12.0,
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"eos_token_id": 100257,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.1,
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"intermediate_size": 12800,
|
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"logits_scaling": 16.0,
|
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"max_position_embeddings": 131072,
|
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"mlp_bias": false,
|
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"model_type": "granite",
|
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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": 100256,
|
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"residual_multiplier": 0.22,
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"rms_norm_eps": 1e-05,
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"rope_theta": 10000000,
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"tie_word_embeddings": true,
|
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"transformers_version": "5.5.3",
|
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"use_cache": true,
|
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"vocab_size": 100352
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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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|
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"eos_token_id": 100257,
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"pad_token_id": 100256,
|
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"transformers_version": "5.5.3"
|
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}
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||||
}
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||||
501276
tokenizer.json
Normal file
501276
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
16
tokenizer_config.json
Normal file
16
tokenizer_config.json
Normal file
@@ -0,0 +1,16 @@
|
||||
{
|
||||
"add_prefix_space": false,
|
||||
"backend": "tokenizers",
|
||||
"bos_token": "<|end_of_text|>",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "<|end_of_text|>",
|
||||
"errors": "replace",
|
||||
"is_local": true,
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||||
"local_files_only": false,
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"pad_token": "<|pad|>",
|
||||
"padding_side": "left",
|
||||
"tokenizer_class": "GPT2Tokenizer",
|
||||
"tool_parser_type": "json_tools",
|
||||
"unk_token": "<|unk|>"
|
||||
}
|
||||
Reference in New Issue
Block a user