Instructions to use mlasli/Muse-Glimmer-30B-Abliterated-BF16 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mlasli/Muse-Glimmer-30B-Abliterated-BF16 with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="mlasli/Muse-Glimmer-30B-Abliterated-BF16")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("mlasli/Muse-Glimmer-30B-Abliterated-BF16")
model = AutoModelForMultimodalLM.from_pretrained("mlasli/Muse-Glimmer-30B-Abliterated-BF16", device_map="auto")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use mlasli/Muse-Glimmer-30B-Abliterated-BF16 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "mlasli/Muse-Glimmer-30B-Abliterated-BF16"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "mlasli/Muse-Glimmer-30B-Abliterated-BF16",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/mlasli/Muse-Glimmer-30B-Abliterated-BF16

SGLang

How to use mlasli/Muse-Glimmer-30B-Abliterated-BF16 with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "mlasli/Muse-Glimmer-30B-Abliterated-BF16" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "mlasli/Muse-Glimmer-30B-Abliterated-BF16",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "mlasli/Muse-Glimmer-30B-Abliterated-BF16" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "mlasli/Muse-Glimmer-30B-Abliterated-BF16",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use mlasli/Muse-Glimmer-30B-Abliterated-BF16 with Docker Model Runner:
```
docker model run hf.co/mlasli/Muse-Glimmer-30B-Abliterated-BF16
```

mlasli commited on about 17 hours ago

Commit

0354459

verified ·

1 Parent(s): 8e01d8b

Abliterated Muse Glimmer 30B BF16 — ErisForge-style

Browse files

Files changed (10) hide show

.gitattributes +1 -0
abliteration_info.json +13 -0
chat_template.jinja +1 -0
config.json +224 -0
generation_config.json +14 -0
model-00001-of-00002.safetensors +3 -0
model-00002-of-00002.safetensors +3 -0
model.safetensors.index.json +0 -0
tokenizer.json +3 -0
tokenizer_config.json +2104 -0

.gitattributes CHANGED Viewed

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text

 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

abliteration_info.json ADDED Viewed

	@@ -0,0 +1,13 @@

+{
+  "tool": "Custom ErisForge-style Abliteration v1",
+  "base_model": "meta-models/Muse-Glimmer-30B",
+  "method": "Weight-level refusal direction subtraction (o_proj + down_proj, all layers)",
+  "refusal_direction_layer": 33,
+  "alpha": 0.15,
+  "num_harmful_prompts": 256,
+  "num_harmless_prompts": 256,
+  "harmful_mean_score": -72.10546875,
+  "harmless_mean_score": -158.44921875,
+  "separation": 86.34375,
+  "date": "2026-08-11"
+}

chat_template.jinja ADDED Viewed

	@@ -0,0 +1 @@

+ {%- macro render_content(content) -%}{%- if content is string -%}{{- content -}}{%- elif content is not none -%}{%- for part in content -%}{%- if part['type'] == 'image' -%}{{- '<|patch|>' -}}{%- elif part['type'] == 'video' -%}{{- '<|video|>' -}}{%- elif part['type'] == 'text' -%}{{- part['text'] -}}{%- endif -%}{%- endfor -%}{%- endif -%}{%- endmacro -%}{%- macro render_atem(tc) -%}{%- set args = tc.function.arguments -%}{%- if args is not mapping -%}{{- raise_exception('Onyx ATEM chat template requires tool_call.function.arguments to be a dict (mapping); a JSON string cannot be parsed in the HF jinja sandbox.') -}}{%- endif -%}{{- '<atem:function_calls>\n<atem:invoke name="' + tc.function.name + '">\n' -}}{%- for k, v in args.items() -%}{{- '<atem:parameter name="' + k + '">' -}}{%- if v is boolean -%}{%- if v -%}true{%- else -%}false{%- endif -%}{%- elif v is none -%}null{%- elif v is mapping or (v is iterable and v is not string) -%}{{- v | tojson -}}{%- else -%}{{- v -}}{%- endif -%}{{- '</atem:parameter>\n' -}}{%- endfor -%}{{- '</atem:invoke>\n</atem:function_calls>' -}}{%- endmacro -%}{%- macro render_tool_defs(tools) -%}{{- 'In this environment you have access to a set of tools you can use to answer the user\'s question.\n\n' -}}{{- 'You can invoke a function by writing a "<atem:function_calls>" block like the following:\n' -}}{{- '<atem:function_calls>\n<atem:invoke name="$FUNCTION_NAME">\n<atem:parameter name="$PARAMETER_NAME">$PARAMETER_VALUE</atem:parameter>\n...\n</atem:invoke>\n</atem:function_calls>\n\n' -}}{{- 'String and scalar parameters should be specified as is, while lists and objects should use JSON format. Note that spaces for string values are not stripped. The output is not expected to be valid XML and is parsed with regular expressions.\n' -}}{{- 'Here are the functions available in JSONSchema format:\n' -}}{{- '// Tool metadata\n' -}}{%- set nsns = namespace(seen=[]) -%}{%- for tool in tools -%}{%- set fn = tool.function if tool.function is defined else tool -%}{%- set tns = fn.name.split('.')[0] -%}{%- if tns not in nsns.seen -%}{%- set nsns.seen = nsns.seen + [tns] -%}{%- endif -%}{%- endfor -%}{%- set nd = tool_namespace_descriptions if tool_namespace_descriptions is defined else {} -%}{%- for tns in nsns.seen -%}{{- '{"name": ' + (tns | tojson) + ', "description": ' + ((nd[tns] if tns in nd else '') | tojson) + '}\n' -}}{%- endfor -%}{{- '// Function schemas' -}}{%- for tool in tools -%}{%- set fn = tool.function if tool.function is defined else tool -%}{{- '\n{"name": ' + (fn.name | tojson) + ', "description": ' + (fn.description | tojson) + ', "parameters": ' + (fn.parameters | tojson) + '}' -}}{%- endfor -%}{{- '\n\nHere\'s an example of how to call a function in the tool set:\n' -}}{{- '(If the tool namespace is not specified, invoke the function directly as `example_function_name` rather than `example_tool_name.example_function_name`)\n\n' -}}{{- 'to=example_tool_name.example_function_name\n\n' -}}{{- '<atem:function_calls>\n<atem:invoke name="example_tool_name.example_function_name">\n' -}}{{- '<atem:parameter name="example_parameter_1">value_1</atem:parameter>\n' -}}{{- '<atem:parameter name="example_parameter_2">This is the value for the second parameter\nthat can span\n"multiple" lines\n</atem:parameter>\n' -}}{{- '</atem:invoke>\n</atem:function_calls>' -}}{%- endmacro -%}{%- macro render_reasoning() -%}{%- set rs = reasoning_strength if reasoning_strength is defined and reasoning_strength else 'high' -%}{{- 'Reasoning strength: ' + rs + '.' -}}{%- endmacro -%}{%- macro render_system_meta(tools) -%}{%- set rns = namespace(recipients=['"self"'], nslist=[]) -%}{%- if tools -%}{%- for tool in tools -%}{%- set fn = tool.function if tool.function is defined else tool -%}{%- set tns = fn.name.split('.')[0] -%}{%- if tns not in rns.nslist -%}{%- set rns.nslist = rns.nslist + [tns] -%}{%- endif -%}{%- endfor -%}{%- for tns in rns.nslist -%}{%- set rns.recipients = rns.recipients + ['"' + tns + '.*"'] -%}{%- endfor -%}{%- endif -%}{%- set rns.recipients = rns.recipients + ['"user"'] -%}{{- '# Valid recipients: ' + rns.recipients | join(', ') + '.' -}}{%- endmacro -%}{{- bos_token -}}{%- set ns = namespace(has_system=false) -%}{%- for m in messages -%}{%- if m['role'] == 'system' -%}{%- set ns.has_system = true -%}{%- endif -%}{%- endfor -%}{%- if not ns.has_system -%}{{- '<|start|>system<|message|>You are a helpful AI assistant.' -}}{%- set kc = knowledge_cutoff if knowledge_cutoff is defined and knowledge_cutoff else '2026-01-04' -%}{{- '\nKnowledge cutoff: ' + kc + '.' -}}{%- if current_date is defined and current_date -%}{{- '\nCurrent date: ' + current_date + '.' -}}{%- elif strftime_now is defined -%}{{- '\nCurrent date: ' + strftime_now('%Y-%m-%d') + '.' -}}{%- endif -%}{{- '\n\n' -}}{{- render_reasoning() -}}{%- if tools -%}{{- '\n\n' -}}{{- render_tool_defs(tools) -}}{%- endif -%}{{- '\n\n' -}}{{- render_system_meta(tools) -}}{{- '<|eot|>' -}}{%- endif -%}{%- for message in messages -%}{%- set role = message['role'] -%}{%- set end_token = '<|eom|>' if (not loop.last and messages[loop.index0 + 1]['role'] == role) else '<|eot|>' -%}{%- if role == 'system' -%}{{- '<|start|>system<|message|>' -}}{{- render_content(message['content']) -}}{{- '\n\n' -}}{{- render_reasoning() -}}{%- if tools -%}{{- '\n\n' -}}{{- render_tool_defs(tools) -}}{%- endif -%}{{- '\n\n' -}}{{- render_system_meta(tools) -}}{{- '<|eot|>' -}}{%- elif role == 'user' -%}{{- '<|start|>user<|message|>' -}}{{- render_content(message['content']) -}}{{- '<|eot|>' -}}{%- elif role == 'tool' -%}{%- set tname = message.get('name') -%}{%- if not tname -%}{%- set tcid = message.get('tool_call_id') -%}{%- set rns = namespace(name=tcid if tcid else '') -%}{%- for m in messages -%}{%- if m.get('tool_calls') -%}{%- for tc in m['tool_calls'] -%}{%- if tcid is not none and tc.id is defined and tc.id == tcid -%}{%- set rns.name = tc.function.name -%}{%- endif -%}{%- endfor -%}{%- endif -%}{%- endfor -%}{%- set tname = rns.name -%}{%- endif -%}{{- '<|start|>tool ' + tname + '<|message|><tool_output name="' + tname + '">\n' -}}{{- render_content(message['content']) -}}{{- '\n</tool_output><|eot|>' -}}{%- elif role == 'assistant' -%}{%- if message.get('reasoning_content') -%}{{- '<|start|>assistant to=self<|message|>' + message['reasoning_content'] + '<|eom|>' -}}{%- endif -%}{%- if message.get('tool_calls') -%}{%- for tc in message['tool_calls'] -%}{{- '<|start|>assistant to=' + tc.function.name + '<|message|>' -}}{{- render_atem(tc) -}}{%- if loop.last -%}{{- end_token -}}{%- else -%}{{- '<|eom|>' -}}{%- endif -%}{%- endfor -%}{%- else -%}{%- set recipient = message.get('recipient') or 'user' -%}{%- set end_turn = message.get('end_turn') -%}{%- if end_turn is none -%}{%- set end_turn = not (recipient and recipient != 'user') -%}{%- endif -%}{{- '<|start|>assistant' -}}{%- if recipient -%}{{- ' to=' + recipient -}}{%- endif -%}{{- '<|message|>' -}}{{- render_content(message['content']) -}}{{- ('<|eot|>' if end_turn else '<|eom|>') -}}{%- endif -%}{%- endif -%}{%- endfor -%}{%- if add_generation_prompt -%}{{- '<|start|>assistant' -}}{%- endif -%}

config.json ADDED Viewed

	@@ -0,0 +1,224 @@

+{
+  "architectures": [
+    "MuseGlimmerForConditionalGeneration"
+  ],
+  "dtype": "bfloat16",
+  "image_token_id": 200092,
+  "model_type": "muse_glimmer",
+  "out_hidden_size": 6144,
+  "projector_hidden_act": "gelu",
+  "projector_hidden_size": 4096,
+  "text_config": {
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "bos_token_id": 200000,
+    "dtype": "bfloat16",
+    "eos_token_id": 200001,
+    "final_logit_softcapping": 20.0,
+    "head_dim": 128,
+    "hidden_activation": "silu",
+    "hidden_size": 6656,
+    "initializer_range": 0.02,
+    "intermediate_size": 19968,
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+      "sliding_attention",
+      "sliding_attention",
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+      "full_attention",
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+      "sliding_attention",
+      "sliding_attention",
+      "full_attention",
+      "sliding_attention",
+      "sliding_attention",
+      "sliding_attention",
+      "full_attention",
+      "sliding_attention",
+      "sliding_attention",
+      "sliding_attention",
+      "full_attention",
+      "sliding_attention",
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+      "sliding_attention",
+      "full_attention",
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+      "sliding_attention",
+      "full_attention",
+      "sliding_attention",
+      "sliding_attention",
+      "sliding_attention",
+      "full_attention"
+    ],
+    "max_position_embeddings": 131072,
+    "model_type": "muse_glimmer_text",
+    "num_attention_heads": 32,
+    "num_hidden_layers": 52,
+    "num_key_value_heads": 2,
+    "output_multiplier": 0.19611613513818404,
+    "pad_token_id": null,
+    "post_norm_eps": 1e-08,
+    "qk_scale_factor": 3.87,
+    "rms_norm_eps": 1e-05,
+    "rope_parameters": {
+      "rope_theta": 500000.0,
+      "rope_type": "default"
+    },
+    "sliding_window": 2048,
+    "tie_word_embeddings": false,
+    "use_cache": true,
+    "vocab_size": 202048
+  },
+  "transformers_version": "5.15.0",
+  "video_token_id": 200091,
+  "vision_config": {
+    "dtype": "bfloat16",
+    "hidden_act": "gelu",
+    "hidden_size": 1536,
+    "intermediate_size": 8960,
+    "layer_norm_eps": 1e-05,
+    "layer_types": [
+      "window_attention",
+      "window_attention",
+      "window_attention",
+      "full_attention",
+      "window_attention",
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+      "full_attention",
+      "window_attention",
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+      "window_attention",
+      "full_attention",
+      "window_attention",
+      "window_attention",
+      "window_attention",
+      "full_attention",
+      "window_attention",
+      "full_attention"
+    ],
+    "max_position_embeddings": 1024,
+    "merge_size": 2,
+    "model_type": "muse_glimmer_vision",
+    "num_attention_heads": 16,
+    "num_hidden_layers": 50,
+    "patch_size": 14,
+    "patch_temporal": 2,
+    "pos_emb_height": 32,
+    "pos_emb_width": 32,
+    "rope_parameters": {
+      "rope_theta": 10000.0,
+      "rope_type": "default"
+    }
+  }
+}

generation_config.json ADDED Viewed

	@@ -0,0 +1,14 @@

+{
+  "bos_token_id": 200000,
+  "do_sample": true,
+  "eos_token_id": [
+    200001,
+    200008
+  ],
+  "max_length": 131072,
+  "pad_token_id": 200018,
+  "temperature": 1.0,
+  "top_k": 64,
+  "top_p": 0.95,
+  "transformers_version": "5.15.0"
+}

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tokenizer_config.json ADDED Viewed

	@@ -0,0 +1,2104 @@

+{
+  "backend": "tokenizers",
+  "bos_token": "<|begin_of_text|>",
+  "eos_token": "<|end_of_text|>",
+  "extra_special_tokens": [
+    "<|begin_of_text|>",
+    "<|end_of_text|>",
+    "<|reserved_special_token_2|>",
+    "<|reserved_special_token_3|>",
+    "<|reserved_special_token_4|>",
+    "<|reserved_special_token_5|>",
+    "<|reserved_special_token_6|>",
+    "<|eom|>",
+    "<|eot|>",
+    "<|reserved_special_token_9|>",
+    "<|reserved_special_token_10|>",
+    "<|reserved_special_token_11|>",
+    "<|reserved_special_token_12|>",
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+    "<|reserved_special_token_15|>",
+    "<|reserved_special_token_16|>",
+    "<|reserved_special_token_17|>",
+    "<|finetune_right_pad|>",
+    "<|reserved_special_token_19|>",
+    "<|reserved_special_token_20|>",
+    "<|reserved_special_token_21|>",
+    "<|start|>",
+    "<|message|>",
+    "<|reserved_special_token_24|>",
+    "<|reserved_special_token_25|>",
+    "<|reserved_special_token_26|>",
+    "<|reserved_special_token_27|>",
+    "<|reserved_special_token_28|>",
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+    "<|reserved_special_token_40|>",
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+    "<|reserved_special_token_2020|>",
+    "<|reserved_special_token_2021|>",
+    "<|reserved_special_token_2022|>",
+    "<|reserved_special_token_2023|>",
+    "<|reserved_special_token_2024|>",
+    "<|reserved_special_token_2025|>",
+    "<|reserved_special_token_2026|>",
+    "<|reserved_special_token_2027|>",
+    "<|reserved_special_token_2028|>",
+    "<|reserved_special_token_2029|>",
+    "<|reserved_special_token_2030|>",
+    "<|reserved_special_token_2031|>",
+    "<|reserved_special_token_2032|>",
+    "<|reserved_special_token_2033|>",
+    "<|reserved_special_token_2034|>",
+    "<|reserved_special_token_2035|>",
+    "<|reserved_special_token_2036|>",
+    "<|reserved_special_token_2037|>",
+    "<|reserved_special_token_2038|>",
+    "<|reserved_special_token_2039|>",
+    "<|reserved_special_token_2040|>",
+    "<|reserved_special_token_2041|>",
+    "<|reserved_special_token_2042|>",
+    "<|reserved_special_token_2043|>",
+    "<|reserved_special_token_2044|>",
+    "<|reserved_special_token_2045|>",
+    "<|reserved_special_token_2046|>",
+    "<|reserved_special_token_2047|>"
+  ],
+  "is_local": true,
+  "local_files_only": false,
+  "model_max_length": 131072,
+  "pad_token": "<|finetune_right_pad|>",
+  "processor_class": "MuseGlimmerProcessor",
+  "response_template": {
+    "defaults": {
+      "role": "assistant"
+    },
+    "fields": {
+      "content": {
+        "close": [
+          "<|eot|>",
+          "<|eom|>"
+        ],
+        "content": "text",
+        "open_pattern": "to=user<\\|message\\|>"
+      },
+      "reasoning_content": {
+        "close": "<|eom|>",
+        "content": "text",
+        "open_pattern": "to=self<\\|message\\|>"
+      },
+      "tool_calls": {
+        "close": "</atem:invoke>",
+        "content": "xml-inline",
+        "content_args": {
+          "tag_pattern": "<atem:parameter\\b[^>]*?\\bname=\"(?P<key>[^\"]+)\"[^>]*?>(?P<value>.*?)</atem:parameter>",
+          "value_parser": {
+            "args": {
+              "allow_non_json": true
+            },
+            "name": "json"
+          }
+        },
+        "open_pattern": "<atem:invoke\\b[^>]*?\\bname=\"(?P<name>[^\"]+)\">",
+        "repeats": true,
+        "transform": {
+          "function": {
+            "arguments": "{content}",
+            "name": "{name}"
+          },
+          "type": "function"
+        }
+      }
+    },
+    "start_anchor": "<|start|>assistant"
+  },
+  "tokenizer_class": "TokenizersBackend"
+}