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Model: Simform-tech/granite-4.1-3b-finetuned
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2026-07-17 18:46:27 +08:00
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---
library_name: transformers
tags: []
---
# Model Card for Model ID
<!-- Provide a quick summary of what the model is/does. -->
## Model Details
### Model Description
<!-- Provide a longer summary of what this model is. -->
This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
- **Developed by:** [More Information Needed]
- **Funded by [optional]:** [More Information Needed]
- **Shared by [optional]:** [More Information Needed]
- **Model type:** [More Information Needed]
- **Language(s) (NLP):** [More Information Needed]
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- **Finetuned from model [optional]:** [More Information Needed]
### Model Sources [optional]
<!-- Provide the basic links for the model. -->
- **Repository:** [More Information Needed]
- **Paper [optional]:** [More Information Needed]
- **Demo [optional]:** [More Information Needed]
## Uses
<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
### Direct Use
<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
[More Information Needed]
### Downstream Use [optional]
<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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### Out-of-Scope Use
<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
[More Information Needed]
## Bias, Risks, and Limitations
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### Recommendations
<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
## How to Get Started with the Model
Use the code below to get started with the model.
[More Information Needed]
## Training Details
### Training Data
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### Training Procedure
<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
#### Preprocessing [optional]
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#### Training Hyperparameters
- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
#### Speeds, Sizes, Times [optional]
<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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## Evaluation
<!-- This section describes the evaluation protocols and provides the results. -->
### Testing Data, Factors & Metrics
#### Testing Data
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#### Factors
<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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#### Metrics
<!-- These are the evaluation metrics being used, ideally with a description of why. -->
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### Results
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#### Summary
## Model Examination [optional]
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## Environmental Impact
<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
- **Hardware Type:** [More Information Needed]
- **Hours used:** [More Information Needed]
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## Technical Specifications [optional]
### Model Architecture and Objective
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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>' %}
{%- 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.' %}
{%- 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>' %}
{%- 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.' %}
{%- if available_tools is defined and available_tools %}
{%- set tools = available_tools %}
{%- endif %}
{%- set ns = namespace(tools_system_message=tools_system_message_prefix,
documents_system_message=documents_system_message_prefix,
system_message=''
) %}
{%- if tools %}
{%- for tool in tools %}
{%- set ns.tools_system_message = ns.tools_system_message + '\n' + (tool | tojson) %}
{%- endfor %}
{%- set ns.tools_system_message = ns.tools_system_message + tools_system_message_suffix %}
{%- else %}
{%- set ns.tools_system_message = '' %}
{%- endif %}
{%- if documents %}
{%- for document in documents %}
{%- set ns.documents_system_message = ns.documents_system_message + '\n' + (document | tojson) %}
{%- endfor %}
{%- set ns.documents_system_message = ns.documents_system_message + documents_system_message_suffix %}
{%- else %}
{%- set ns.documents_system_message = '' %}
{%- endif %}
{%- if messages[0].role == 'system' %}
{%- if messages[0].content is string %}
{%- set ns.system_message = messages[0].content %}
{%- elif messages[0].content is iterable %}
{%- for entry in messages[0].content %}
{%- if entry.type== 'text' %}
{%- if ns.system_message != '' %}
{%- set ns.system_message = ns.system_message + '\n' %}
{%- endif %}
{%- set ns.system_message = ns.system_message + entry.text %}
{%- endif %}
{%- endfor %}
{%- endif %}
{%- if tools and documents %}
{%- set ns.system_message = ns.system_message + '\n\n' + ns.tools_system_message + '\n\n' + ns.documents_system_message %}
{%- elif tools %}
{%- set ns.system_message = ns.system_message + '\n\n' + ns.tools_system_message %}
{%- elif documents %}
{%- set ns.system_message = ns.system_message + '\n\n' + ns.documents_system_message %}
{%- endif %}
{%- else %}
{%- if tools and documents %}
{%- set ns.system_message = ns.tools_system_message + '\n\n' + ns.documents_system_message %}
{%- elif tools %}
{%- set ns.system_message = ns.tools_system_message %}
{%- elif documents %}
{%- set ns.system_message = ns.documents_system_message %}
{%- endif %}
{%- endif %}
{%- if ns.system_message %}
{{- '<|start_of_role|>system<|end_of_role|>' + ns.system_message + '<|end_of_text|>\n' }}
{%- endif %}
{%- for message in messages %}
{%- set content = namespace(val='') %}
{%- if message.content is string %}
{%- set content.val = message.content %}
{%- else %}
{%- if message.content is iterable %}
{%- for entry in message.content %}
{%- if entry.type== 'text' %}
{%- if content.val != '' %}
{%- set content.val = content.val + '\n' %}
{%- endif %}
{%- set content.val = content.val + entry.text %}
{%- endif %}
{%- endfor %}
{%- endif %}
{%- endif %}
{%- if (message.role == 'user') or (message.role == 'system' and not loop.first) %}
{{- '<|start_of_role|>' + message.role + '<|end_of_role|>' + content.val + '<|end_of_text|>\n' }}
{%- elif message.role == 'assistant' %}
{{- '<|start_of_role|>' + message.role + '<|end_of_role|>' + content.val }}
{%- if message.tool_calls %}
{%- for tool_call in message.tool_calls %}
{%- if (loop.first and content.val) or (not loop.first) %}
{{- '\n' }}
{%- endif %}
{%- if tool_call.function %}
{%- set tool_call = tool_call.function %}
{%- endif %}
{{- '<tool_call>\n{"name": "' }}
{{- tool_call.name }}
{{- '", "arguments": ' }}
{%- if tool_call.arguments is string %}
{{- tool_call.arguments }}
{%- else %}
{{- tool_call.arguments | tojson }}
{%- endif %}
{{- '}\n</tool_call>' }}
{%- endfor %}
{%- endif %}
{{- '<|end_of_text|>\n' }}
{%- elif message.role == 'tool' %}
{%- if loop.first or (messages[loop.index0 - 1].role != 'tool') %}
{{- '<|start_of_role|>user<|end_of_role|>' }}
{%- endif %}
{{- '\n<tool_response>\n' }}
{{- content.val }}
{{- '\n</tool_response>' }}
{%- if loop.last or (messages[loop.index0 + 1].role != 'tool') %}
{{- '<|end_of_text|>\n' }}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- if add_generation_prompt %}
{{- '<|start_of_role|>assistant<|end_of_role|>' }}
{%- endif %}

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{
"architectures": [
"GraniteForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"attention_multiplier": 0.015625,
"bos_token_id": 100257,
"dtype": "bfloat16",
"embedding_multiplier": 12.0,
"eos_token_id": 100257,
"hidden_act": "silu",
"hidden_size": 2560,
"initializer_range": 0.1,
"intermediate_size": 8192,
"logits_scaling": 10.0,
"max_position_embeddings": 131072,
"mlp_bias": false,
"model_type": "granite",
"num_attention_heads": 40,
"num_hidden_layers": 40,
"num_key_value_heads": 8,
"pad_token_id": 100256,
"residual_multiplier": 0.22,
"rms_norm_eps": 1e-05,
"rope_parameters": {
"rope_theta": 10000000,
"rope_type": "default"
},
"tie_word_embeddings": true,
"transformers_version": "5.5.0",
"unsloth_fixed": true,
"use_cache": true,
"vocab_size": 100352
}

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{
"_from_model_config": true,
"bos_token_id": 100257,
"eos_token_id": 100257,
"pad_token_id": 100256,
"transformers_version": "5.5.0"
}

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version https://git-lfs.github.com/spec/v1
oid sha256:fb70dd8cde4f5b91b9cf53845c0cf07bf31a00b4b11dec425cf03f0ee3c2611a
size 6805714880

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{
"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": false,
"model_max_length": 131072,
"pad_token": "<|pad|>",
"padding_side": "left",
"tokenizer_class": "GPT2Tokenizer",
"unk_token": "<|unk|>"
}