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Model: bralynn/omnim
Source: Original Platform

.gitattributes

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+*.arrow filter=lfs diff=lfs merge=lfs -text
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+tokenizer.json filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+base_model: huihui-ai/Llama-3.2-3B-Instruct-abliterated
+tags:
+- text-generation-inference
+- transformers
+- unsloth
+- llama
+- sota
+license: apache-2.0
+language:
+- en
+---
+
+# Uploaded finetuned  model
+
+- **Developed by:** bralynn
+- **License:** apache-2.0
+- **Finetuned from model :** huihui-ai/Llama-3.2-3B-Instruct-abliterated
+
+This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
+
+hf (pretrained=bralynn/omnim,trust_remote_code=True), gen_kwargs: (None), limit: None, num_fewshot: 0, batch_size: auto (16)
+|                 Tasks                 |Version|Filter|n-shot|Metric|   |Value |   |Stderr|
+|---------------------------------------|------:|------|-----:|------|---|-----:|---|-----:|
+|mmlu                                   |      2|none  |      |acc   |↑  |0.6000|±  |0.0040|
+| - humanities                          |      2|none  |      |acc   |↑  |0.5768|±  |0.0070|
+|  - formal_logic                       |      1|none  |     0|acc   |↑  |0.4206|±  |0.0442|
+|  - high_school_european_history       |      1|none  |     0|acc   |↑  |0.7273|±  |0.0348|
+|  - high_school_us_history             |      1|none  |     0|acc   |↑  |0.7304|±  |0.0311|
+|  - high_school_world_history          |      1|none  |     0|acc   |↑  |0.7890|±  |0.0266|
+|  - international_law                  |      1|none  |     0|acc   |↑  |0.7107|±  |0.0414|
+|  - jurisprudence                      |      1|none  |     0|acc   |↑  |0.6296|±  |0.0467|
+|  - logical_fallacies                  |      1|none  |     0|acc   |↑  |0.7239|±  |0.0351|
+|  - moral_disputes                     |      1|none  |     0|acc   |↑  |0.6532|±  |0.0256|
+|  - moral_scenarios                    |      1|none  |     0|acc   |↑  |0.5196|±  |0.0167|
+|  - philosophy                         |      1|none  |     0|acc   |↑  |0.6592|±  |0.0269|
+|  - prehistory                         |      1|none  |     0|acc   |↑  |0.6636|±  |0.0263|
+|  - professional_law                   |      1|none  |     0|acc   |↑  |0.4518|±  |0.0127|
+|  - world_religions                    |      1|none  |     0|acc   |↑  |0.7544|±  |0.0330|
+| - other                               |      2|none  |      |acc   |↑  |0.6662|±  |0.0082|
+|  - business_ethics                    |      1|none  |     0|acc   |↑  |0.5500|±  |0.0500|
+|  - clinical_knowledge                 |      1|none  |     0|acc   |↑  |0.6415|±  |0.0295|
+|  - college_medicine                   |      1|none  |     0|acc   |↑  |0.5954|±  |0.0374|
+|  - global_facts                       |      1|none  |     0|acc   |↑  |0.4000|±  |0.0492|
+|  - human_aging                        |      1|none  |     0|acc   |↑  |0.5964|±  |0.0329|
+|  - management                         |      1|none  |     0|acc   |↑  |0.7670|±  |0.0419|
+|  - marketing                          |      1|none  |     0|acc   |↑  |0.8462|±  |0.0236|
+|  - medical_genetics                   |      1|none  |     0|acc   |↑  |0.7000|±  |0.0461|
+|  - miscellaneous                      |      1|none  |     0|acc   |↑  |0.7586|±  |0.0153|
+|  - nutrition                          |      1|none  |     0|acc   |↑  |0.6732|±  |0.0269|
+|  - professional_accounting            |      1|none  |     0|acc   |↑  |0.4752|±  |0.0298|
+|  - professional_medicine              |      1|none  |     0|acc   |↑  |0.7757|±  |0.0253|
+|  - virology                           |      1|none  |     0|acc   |↑  |0.4639|±  |0.0388|
+| - social sciences                     |      2|none  |      |acc   |↑  |0.6640|±  |0.0083|
+|  - econometrics                       |      1|none  |     0|acc   |↑  |0.3947|±  |0.0460|
+|  - high_school_geography              |      1|none  |     0|acc   |↑  |0.7121|±  |0.0323|
+|  - high_school_government_and_politics|      1|none  |     0|acc   |↑  |0.7668|±  |0.0305|
+|  - high_school_macroeconomics         |      1|none  |     0|acc   |↑  |0.5744|±  |0.0251|
+|  - high_school_microeconomics         |      1|none  |     0|acc   |↑  |0.6218|±  |0.0315|
+|  - high_school_psychology             |      1|none  |     0|acc   |↑  |0.7835|±  |0.0177|
+|  - human_sexuality                    |      1|none  |     0|acc   |↑  |0.6412|±  |0.0421|
+|  - professional_psychology            |      1|none  |     0|acc   |↑  |0.5866|±  |0.0199|
+|  - public_relations                   |      1|none  |     0|acc   |↑  |0.6455|±  |0.0458|
+|  - security_studies                   |      1|none  |     0|acc   |↑  |0.6367|±  |0.0308|
+|  - sociology                          |      1|none  |     0|acc   |↑  |0.7861|±  |0.0290|
+|  - us_foreign_policy                  |      1|none  |     0|acc   |↑  |0.8200|±  |0.0386|
+| - stem                                |      2|none  |      |acc   |↑  |0.5068|±  |0.0086|
+|  - abstract_algebra                   |      1|none  |     0|acc   |↑  |0.2700|±  |0.0446|
+|  - anatomy                            |      1|none  |     0|acc   |↑  |0.6370|±  |0.0415|
+|  - astronomy                          |      1|none  |     0|acc   |↑  |0.6579|±  |0.0386|
+|  - college_biology                    |      1|none  |     0|acc   |↑  |0.7222|±  |0.0375|
+|  - college_chemistry                  |      1|none  |     0|acc   |↑  |0.4100|±  |0.0494|
+|  - college_computer_science           |      1|none  |     0|acc   |↑  |0.4300|±  |0.0498|
+|  - college_mathematics                |      1|none  |     0|acc   |↑  |0.3000|±  |0.0461|
+|  - college_physics                    |      1|none  |     0|acc   |↑  |0.3627|±  |0.0478|
+|  - computer_security                  |      1|none  |     0|acc   |↑  |0.6600|±  |0.0476|
+|  - conceptual_physics                 |      1|none  |     0|acc   |↑  |0.5064|±  |0.0327|
+|  - electrical_engineering             |      1|none  |     0|acc   |↑  |0.5448|±  |0.0415|
+|  - elementary_mathematics             |      1|none  |     0|acc   |↑  |0.4233|±  |0.0254|
+|  - high_school_biology                |      1|none  |     0|acc   |↑  |0.7194|±  |0.0256|
+|  - high_school_chemistry              |      1|none  |     0|acc   |↑  |0.5567|±  |0.0350|
+|  - high_school_computer_science       |      1|none  |     0|acc   |↑  |0.5800|±  |0.0496|
+|  - high_school_mathematics            |      1|none  |     0|acc   |↑  |0.3630|±  |0.0293|
+|  - high_school_physics                |      1|none  |     0|acc   |↑  |0.4238|±  |0.0403|
+|  - high_school_statistics             |      1|none  |     0|acc   |↑  |0.4444|±  |0.0339|
+|  - machine_learning                   |      1|none  |     0|acc   |↑  |0.4821|±  |0.0474|
+
+|      Groups      |Version|Filter|n-shot|Metric|   |Value |   |Stderr|
+|------------------|------:|------|------|------|---|-----:|---|-----:|
+|mmlu              |      2|none  |      |acc   |↑  |0.6000|±  |0.0040|
+| - humanities     |      2|none  |      |acc   |↑  |0.5768|±  |0.0070|
+| - other          |      2|none  |      |acc   |↑  |0.6662|±  |0.0082|
+| - social sciences|      2|none  |      |acc   |↑  |0.6640|±  |0.0083|
+| - stem           |      2|none  |      |acc   |↑  |0.5068|±  |0.0086|
+
+[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)

chat_template.jinja

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+{{- bos_token }}
+{%- if custom_tools is defined %}
+    {%- set tools = custom_tools %}
+{%- endif %}
+{%- if not tools_in_user_message is defined %}
+    {%- set tools_in_user_message = true %}
+{%- endif %}
+{%- if not date_string is defined %}
+    {%- set date_string = "26 July 2024" %}
+{%- endif %}
+{%- if not tools is defined %}
+    {%- set tools = none %}
+{%- endif %}
+
+{#- This block extracts the system message, so we can slot it into the right place. #}
+{%- if messages[0]['role'] == 'system' %}
+    {%- set system_message = messages[0]['content'] %}
+    {%- set messages = messages[1:] %}
+{%- else %}
+    {%- set system_message = "" %}
+{%- endif %}
+
+{#- System message + builtin tools #}
+{{- "<|start_header_id|>system<|end_header_id|>
+
+" }}
+{%- if builtin_tools is defined or tools is not none %}
+    {{- "Environment: ipython
+" }}
+{%- endif %}
+{%- if builtin_tools is defined %}
+    {{- "Tools: " + builtin_tools | reject('equalto', 'code_interpreter') | join(", ") + "
+
+"}}
+{%- endif %}
+{{- "Cutting Knowledge Date: December 2023
+" }}
+{{- "Today Date: " + date_string + "
+
+" }}
+{%- if tools is not none and not tools_in_user_message %}
+    {{- "You have access to the following functions. To call a function, please respond with JSON for a function call." }}
+    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }}
+    {{- "Do not use variables.
+
+" }}
+    {%- for t in tools %}
+        {{- t | tojson(indent=4) }}
+        {{- "
+
+" }}
+    {%- endfor %}
+{%- endif %}
+{{- system_message }}
+{{- "<|eot_id|>" }}
+
+{#- Custom tools are passed in a user message with some extra guidance #}
+{%- if tools_in_user_message and not tools is none %}
+    {#- Extract the first user message so we can plug it in here #}
+    {%- if messages | length != 0 %}
+        {%- set first_user_message = messages[0]['content'] %}
+        {%- set messages = messages[1:] %}
+    {%- else %}
+        {{- raise_exception("Cannot put tools in the first user message when there's no first user message!") }}
+{%- endif %}
+    {{- '<|start_header_id|>user<|end_header_id|>
+
+' -}}
+    {{- "Given the following functions, please respond with a JSON for a function call " }}
+    {{- "with its proper arguments that best answers the given prompt.
+
+" }}
+    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }}
+    {{- "Do not use variables.
+
+" }}
+    {%- for t in tools %}
+        {{- t | tojson(indent=4) }}
+        {{- "
+
+" }}
+    {%- endfor %}
+    {{- first_user_message + "<|eot_id|>"}}
+{%- endif %}
+
+{%- for message in messages %}
+    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}
+        {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>
+
+'+ message['content'] + '<|eot_id|>' }}
+    {%- elif 'tool_calls' in message %}
+        {%- if not message.tool_calls|length == 1 %}
+            {{- raise_exception("This model only supports single tool-calls at once!") }}
+        {%- endif %}
+        {%- set tool_call = message.tool_calls[0].function %}
+        {%- if builtin_tools is defined and tool_call.name in builtin_tools %}
+            {{- '<|start_header_id|>assistant<|end_header_id|>
+
+' -}}
+            {{- "<|python_tag|>" + tool_call.name + ".call(" }}
+            {%- for arg_name, arg_val in tool_call.arguments | items %}
+                {{- arg_name + '="' + arg_val + '"' }}
+                {%- if not loop.last %}
+                    {{- ", " }}
+                {%- endif %}
+                {%- endfor %}
+            {{- ")" }}
+        {%- else  %}
+            {{- '<|start_header_id|>assistant<|end_header_id|>
+
+' -}}
+            {{- '{"name": "' + tool_call.name + '", ' }}
+            {{- '"parameters": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- "}" }}
+        {%- endif %}
+        {%- if builtin_tools is defined %}
+            {#- This means we're in ipython mode #}
+            {{- "<|eom_id|>" }}
+        {%- else %}
+            {{- "<|eot_id|>" }}
+        {%- endif %}
+    {%- elif message.role == "tool" or message.role == "ipython" %}
+        {{- "<|start_header_id|>ipython<|end_header_id|>
+
+" }}
+        {%- if message.content is mapping or message.content is iterable %}
+            {{- message.content | tojson }}
+        {%- else %}
+            {{- message.content }}
+        {%- endif %}
+        {{- "<|eot_id|>" }}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|start_header_id|>assistant<|end_header_id|>
+
+' }}
+{%- endif %}

config.json

@@ -0,0 +1,41 @@
+{
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 24,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 8,
+  "pad_token_id": 128004,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 32.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": true,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.2",
+  "unsloth_version": "2025.7.3",
+  "use_cache": true,
+  "vocab_size": 128256
+}

configuration.json

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+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 128000,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "max_length": 131072,
+  "pad_token_id": 128004,
+  "transformers_version": "4.53.2"
+}

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