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Model: DavidAU/ERNIE-21B-A3B-Claude-4.5-High-OPUS-Thinking Source: Original Platform
2026-08-24 14:39:19 +08:00
commit 3bfcb71de7
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--- a/README.md
+++ b/README.md
@@ -0,0 +1,132 @@
+---
+license: apache-2.0
+datasets:
+- TeichAI/claude-4.5-opus-high-reasoning-250x
+language:
+- en
+pipeline_tag: text-generation
+library_name: transformers
+tags:
+- mixture of experts
+- moe
+- 64 experts
+- uncensored
+- unsloth
+- finetune
+- All use cases
+- bfloat16
+- creative
+- creative writing
+- fiction writing
+- plot generation
+- sub-plot generation
+- fiction writing
+- story generation
+- scene continue
+- storytelling
+- fiction story
+- science fiction
+- romance
+- all genres
+- story
+- writing
+- vivid prosing
+- vivid writing
+- fiction
+base_model:
+- baidu/ERNIE-4.5-21B-A3B-Thinking
+---
+
+<h2>ERNIE-21B-A3B-Claude-4.5-High-OPUS-Thinking</h2>
+
+This is a uncensored, full deep thinking Ernie 21B-A3B (MOE, 64 experts) fine tune using Claude 4.5 High Opus 
+reasoning dataset via Unsloth via local hardware, Linux (for windows).
+
+Note this model is mostly uncensored right from the "factory" so to speak.
+
+Model excels in creative (brainstorming, creative prose) as well as general usage.
+
+Reasoning is compact, but detailed (very detailed) and right to the "point" so to speak.
+
+CRITICAL SETTINGS:
+- for creative suggest rep pen of 1.01 to 1.1
+- for general work rep pen of 1 (off), 1.05 or 1.1
+- Lower quants MAY LOOP in some cases.
+
+Reasoning affects:
+- General model operation.
+- Output generation
+- Benchmarks.
+
+Model Features:
+- 128k context
+- Temp range .1 to 2.5.
+- Reasoning is temp stable.
+
+You may want to visit Baidu's repo for this model for root/core benchmarks and settings.
+
+https://huggingface.co/baidu/ERNIE-4.5-21B-A3B-Thinking
+
+Enjoy the freedom!
+
+<B>BENCHMARKS:</B>
+
+```
+arc_challenge,arc_easy,boolq,hellaswag,openbookqa,piqa,   winogrande
+
+0.392        ,0.489   ,0.631,0.686    ,0.364     ,0.771  ,0.631
+```
+
+VS (regular model):
+
+```
+0.331       ,0.440   ,0.628,0.663    ,0.338     ,0.725   ,0.567
+```
+
+---
+
+<B>SPECIAL THANKS TO:</B>
+- Team "TeichAI" for the excellent dataset.
+- Team "Unsloth" for making the training painless.
+- Team "Nightmedia" for Benchmarks and co-labing.
+
+---
+
+<B>Settings: CHAT / ROLEPLAY and/or SMOOTHER operation of this model:</B>
+
+In "KoboldCpp" or  "oobabooga/text-generation-webui" or "Silly Tavern" ;
+
+Set the "Smoothing_factor" to 1.5 
+
+: in KoboldCpp -> Settings->Samplers->Advanced-> "Smooth_F"
+
+: in text-generation-webui -> parameters -> lower right.
+
+: In Silly Tavern this is called: "Smoothing"
+
+
+NOTE: For "text-generation-webui" 
+
+-> if using GGUFs you need to use "llama_HF" (which involves downloading some config files from the SOURCE version of this model)
+
+Source versions (and config files) of my models are here:
+
+https://huggingface.co/collections/DavidAU/d-au-source-files-for-gguf-exl2-awq-gptq-hqq-etc-etc-66b55cb8ba25f914cbf210be
+
+OTHER OPTIONS:
+
+- Increase rep pen to 1.1 to 1.15 (you don't need to do this if you use "smoothing_factor")
+
+- If the interface/program you are using to run AI MODELS supports "Quadratic Sampling" ("smoothing") just make the adjustment as noted.
+
+<B>Highest Quality Settings / Optimal Operation Guide / Parameters and Samplers</B>
+
+This a "Class 1" model:
+
+For all settings used for this model (including specifics for its "class"), including example generation(s) and for advanced settings guide (which many times addresses any model issue(s)), including methods to improve model performance for all use case(s) as well as chat, roleplay and other use case(s) please see:
+
+[ https://huggingface.co/DavidAU/Maximizing-Model-Performance-All-Quants-Types-And-Full-Precision-by-Samplers_Parameters ]
+
+You can see all parameters used for generation, in addition to advanced parameters and samplers to get the most out of this model here:
+
+[ https://huggingface.co/DavidAU/Maximizing-Model-Performance-All-Quants-Types-And-Full-Precision-by-Samplers_Parameters ]
--- a/chat_template.jinja
+++ b/chat_template.jinja
@@ -0,0 +1,102 @@
+{{- '<|im_start|>system
+' }}{%- if messages[0].role != 'system' and not system_settings %}{{- '<global_setting>
+think_mode=True
+</global_setting>' }}{%- else%}{{- '<system_setting>
+' }}{{- system_settings + '
+' if system_settings else '' }}{{- (messages[0].content + '
+' if messages[0].role == 'system' else '') + '</system_setting>
+
+<global_setting>
+think_mode=True
+</global_setting>' }}{%- endif %}{%- if tools %}{{- "
+
+<tool_list>" }}{{- '
+' }}{{-'['}}{% for tool in tools %}{{'{"type": "function", "function": '}}{{-(tool.function | tojson)}}}{%-if not loop.last%},{%- endif %}{%endfor%}{{-']'}}{{- "
+</tool_list>" }}{%- endif %}{{-'<|im_end|>
+
+' }}{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+    {%- set index = (messages|length - 1) - loop.index0 %}
+    {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_output>') and message.content.endswith('</tool_output>')) %}
+        {%- set ns.multi_step_tool = false %}
+        {%- set ns.last_query_index = index %}
+    {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+    {%- if message.content is string %}
+        {%- set content = message.content %}
+    {%- else %}
+        {%- set content = '' %}
+    {%- endif %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+        {{- '<|im_start|>' + message.role + '
+' + content + '<|im_end|>' + '
+
+' }}
+    {%- elif message.role == "assistant" %}
+        {%- set reasoning_content = '' %}
+        {%- if message.thoughts is string %}
+            {%- set reasoning_content = message.thoughts %}
+        {%- else %}
+            {%- if '</think>' in content %}
+                {%- set reasoning_content = content.split('</think>')[0].rstrip('
+').split('<think>')[-1].lstrip('
+') %}
+                {%- set content = content.split('</think>')[-1].lstrip('
+') %}
+            {%- endif %}
+        {%- endif %}
+        {%- if loop.index0 > ns.last_query_index and  (loop.last or (not loop.last and reasoning_content)) %} {{- '<|im_start|>' + message.role + '
+<think>
+' + reasoning_content.strip('
+') + '
+</think>
+' }} {%- else %} {{- '<|im_start|>' + message.role + '
+' }} {%- endif %}  {%- if content|length > 0 %}  {{- '<response>
+' + content + '
+</response>
+' }}  {%- endif %} {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and content) or (not loop.first) %}
+                    {{- '
+' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '
+<tool_call>
+{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}
+</tool_call>
+' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>
+
+' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>tool' }}
+        {%- endif %}
+        {{- '
+<tool_output>' }}
+        {{- message.content|tojson }}
+        {{- '</tool_output>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>
+
+' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+ {%- if add_generation_prompt is defined and add_generation_prompt %}{{- "<|im_start|>assistant
+<think>
+"}}{%- endif %}
--- a/config.json
+++ b/config.json
@@ -0,0 +1,44 @@
+{
+  "architectures": [
+    "Ernie4_5_MoeForCausalLM"
+  ],
+  "bos_token_id": 1,
+  "dtype": "bfloat16",
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 2560,
+  "initializer_range": 0.02,
+  "intermediate_size": 12288,
+  "max_position_embeddings": 131072,
+  "model_type": "ernie4_5_moe",
+  "moe_capacity": [
+    64,
+    64,
+    64
+  ],
+  "moe_gate": "top2_fused",
+  "moe_intermediate_size": 1536,
+  "moe_k": 6,
+  "moe_layer_end_index": 27,
+  "moe_layer_interval": 1,
+  "moe_layer_start_index": 1,
+  "moe_norm_min": 1e-12,
+  "moe_num_experts": 64,
+  "moe_num_shared_experts": 2,
+  "moe_use_aux_free": true,
+  "num_attention_heads": 20,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 4,
+  "output_router_logits": false,
+  "pad_token_id": 0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 500000,
+  "tie_word_embeddings": true,
+  "router_aux_loss_coef": 0.001,
+  "transformers_version": "4.57.6",
+  "unsloth_fixed": true,
+  "use_bias": false,
+  "use_cache": true,
+  "vocab_size": 103424
+}
--- a/generation_config.json
+++ b/generation_config.json
@@ -0,0 +1,7 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "pad_token_id": 0,
+  "transformers_version": "4.57.6"
+}
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+++ b/special_tokens_map.json
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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "<|begin_of_sentence|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
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+  "mask_token": {
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+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
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+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
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+    "lstrip": false,
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+}
--- a/tokenizer.json
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--- a/tokenizer.model
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--- a/tokenizer_config.json
+++ b/tokenizer_config.json
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+  "add_bos_token": true,
+  "add_eos_token": false,
+  "add_prefix_space": null,
+  "added_tokens_decoder": {
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+    "100301": {
+      "content": "<system_setting>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "100302": {
+      "content": "</system_setting>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "100303": {
+      "content": "<global_setting>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "100304": {
+      "content": "</global_setting>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "100305": {
+      "content": "<tool_list>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "100306": {
+      "content": "</tool_list>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "100307": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "100308": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [],
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "<|begin_of_sentence|>",
+  "eos_token": "</s>",
+  "extra_special_tokens": {},
+  "header_end_token": "<mask:7>",
+  "header_start_token": "<mask:6>",
+  "legacy": true,
+  "mask_token": "<mask:1>",
+  "model_max_length": 131072,
+  "pad_token": "<unk>",
+  "padding_side": "left",
+  "sep_token": "<|end_of_sentence|>",
+  "sys_end_token": "<mask:5>",
+  "sys_start_token": "<mask:4>",
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}