diff --git a/.gitattributes b/.gitattributes
index 9aaf029aa8349fd3e7185f81e8f93607f17a0f6e..76252070b5b8a1785cf279eddf665a79477bcd06 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -56,3 +56,4 @@ llm/GGUF/unsloth/Qwen3-VL-8B-Instruct-GGUF/mmproj-F16.gguf filter=lfs diff=lfs m
 llm/GGUF/unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-UD-Q4_K_XL.gguf filter=lfs diff=lfs merge=lfs -text
 unet/flux2_dev_Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
 TTS/ACE-Step-v1-3.5B/umt5-base/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/tokenizer.json filter=lfs diff=lfs merge=lfs -text
diff --git a/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/model_index.json b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/model_index.json
new file mode 100644
index 0000000000000000000000000000000000000000..8db189758a4cb6251ac1d36beb98e4b5a58f2921
--- /dev/null
+++ b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/model_index.json
@@ -0,0 +1,33 @@
+{
+  "_class_name": "GlmImagePipeline",
+  "_diffusers_version": "0.37.0.dev0",
+  "_name_or_path": "zai-org/GLM-Image",
+  "processor": [
+    "glm_image",
+    "GlmImageProcessor"
+  ],
+  "scheduler": [
+    "diffusers",
+    "FlowMatchEulerDiscreteScheduler"
+  ],
+  "text_encoder": [
+    "transformers",
+    "T5EncoderModel"
+  ],
+  "tokenizer": [
+    "transformers",
+    "ByT5Tokenizer"
+  ],
+  "transformer": [
+    "diffusers",
+    "GlmImageTransformer2DModel"
+  ],
+  "vae": [
+    "diffusers",
+    "AutoencoderKL"
+  ],
+  "vision_language_encoder": [
+    "glm_image",
+    "GlmImageForConditionalGeneration"
+  ]
+}
diff --git a/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/chat_template.jinja b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..637cd237529e862e7db5eaec7e590290178da177
--- /dev/null
+++ b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/chat_template.jinja
@@ -0,0 +1,13 @@
+{%- for m in messages -%}
+    {%- if m.content is string -%}
+        {{ m.content }}
+    {%- else -%}
+        {%- for item in m.content -%}
+            {%- if item.type == 'image' or item.get('image') is not none -%}
+            <|dit_token_16384|><|image|><|dit_token_16385|>
+            {%- elif item.type == 'text' -%}
+                {{ item.text }}
+            {%- endif -%}
+        {%- endfor -%}
+    {%- endif -%}
+{%- endfor -%}
\ No newline at end of file
diff --git a/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/processor_config.json b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/processor_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..61a637d9aecc3079542ec2a0ac13011f483204df
--- /dev/null
+++ b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/processor_config.json
@@ -0,0 +1,31 @@
+{
+  "image_processor": {
+    "do_convert_rgb": true,
+    "do_normalize": true,
+    "do_rescale": true,
+    "do_resize": true,
+    "image_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "image_processor_type": "GlmImageImageProcessor",
+    "image_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "max_pixels": 4194304,
+    "merge_size": 1,
+    "min_pixels": 262144,
+    "patch_size": 16,
+    "resample": 3,
+    "rescale_factor": 0.00392156862745098,
+    "size": {
+      "longest_edge": 4194304,
+      "shortest_edge": 262144
+    },
+    "temporal_patch_size": 1
+  },
+  "processor_class": "GlmImageProcessor"
+}
diff --git a/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/tokenizer.json b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1a1273a9c1ba778f16df8d78ad82675c65911b8
--- /dev/null
+++ b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d771c9659fd2c65c0ef8a8daf9d9f9f07b53f89ce164cc832a28137db604d01d
+size 23765636
diff --git a/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/tokenizer_config.json b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3fe7f3564eeb6e51c9301b0c72649d622ec90f39
--- /dev/null
+++ b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/processor/tokenizer_config.json
@@ -0,0 +1,44 @@
+{
+  "backend": "tokenizers",
+  "bos_token": "<|dit_token_16384|>",
+  "clean_up_tokenization_spaces": false,
+  "do_lower_case": false,
+  "eos_token": "<|dit_token_16385|>",
+  "extra_special_tokens": [
+    "<|endoftext|>",
+    "[MASK]",
+    "[gMASK]",
+    "[sMASK]",
+    "<sop>",
+    "<eop>",
+    "<|system|>",
+    "<|user|>",
+    "<|assistant|>",
+    "<|observation|>",
+    "<|begin_of_image|>",
+    "<|end_of_image|>",
+    "<|begin_of_video|>",
+    "<|end_of_video|>",
+    "<|image|>",
+    "<|video|>"
+  ],
+  "grid_bos_token": "<sop>",
+  "grid_eos_token": "<eop>",
+  "image_token": "<|image|>",
+  "is_local": true,
+  "model_input_names": [
+    "input_ids",
+    "attention_mask"
+  ],
+  "model_max_length": 65536,
+  "model_specific_special_tokens": {
+    "grid_bos_token": "<sop>",
+    "grid_eos_token": "<eop>",
+    "image_token": "<|image|>"
+  },
+  "pad_token": "<|dit_token_16385|>",
+  "padding_side": "left",
+  "processor_class": "GlmImageProcessor",
+  "remove_space": false,
+  "tokenizer_class": "TokenizersBackend"
+}
diff --git a/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/scheduler/scheduler_config.json b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/scheduler/scheduler_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b7051e28f47b16720b38ef9f2cb58cb090b8516a
--- /dev/null
+++ b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/scheduler/scheduler_config.json
@@ -0,0 +1,18 @@
+{
+  "_class_name": "FlowMatchEulerDiscreteScheduler",
+  "_diffusers_version": "0.37.0.dev0",
+  "base_image_seq_len": 256,
+  "base_shift": 0.25,
+  "invert_sigmas": false,
+  "max_image_seq_len": 4096,
+  "max_shift": 0.75,
+  "num_train_timesteps": 1000,
+  "shift": 1.0,
+  "shift_terminal": null,
+  "stochastic_sampling": false,
+  "time_shift_type": "linear",
+  "use_beta_sigmas": false,
+  "use_dynamic_shifting": true,
+  "use_exponential_sigmas": false,
+  "use_karras_sigmas": false
+}
diff --git a/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/text_encoder/config.json b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/text_encoder/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..153318487ae57ede910edeaaca3a84ec5485442c
--- /dev/null
+++ b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/text_encoder/config.json
@@ -0,0 +1,32 @@
+{
+  "architectures": [
+    "T5EncoderModel"
+  ],
+  "classifier_dropout": 0.0,
+  "d_ff": 3584,
+  "d_kv": 64,
+  "d_model": 1472,
+  "decoder_start_token_id": 0,
+  "dense_act_fn": "gelu_new",
+  "dropout_rate": 0.1,
+  "dtype": "bfloat16",
+  "eos_token_id": 1,
+  "feed_forward_proj": "gated-gelu",
+  "gradient_checkpointing": false,
+  "initializer_factor": 1.0,
+  "is_encoder_decoder": false,
+  "is_gated_act": true,
+  "layer_norm_epsilon": 1e-06,
+  "model_type": "t5",
+  "num_decoder_layers": 4,
+  "num_heads": 6,
+  "num_layers": 12,
+  "pad_token_id": 0,
+  "relative_attention_max_distance": 128,
+  "relative_attention_num_buckets": 32,
+  "scale_decoder_outputs": false,
+  "tokenizer_class": "ByT5Tokenizer",
+  "transformers_version": "5.0.0.dev0",
+  "use_cache": false,
+  "vocab_size": 384
+}
diff --git a/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/text_encoder/model.safetensors b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/text_encoder/model.safetensors
new file mode 100644
index 0000000000000000000000000000000000000000..0cc702d96d93536eafcc67b83fb0f44d82bfbd8e
--- /dev/null
+++ b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/text_encoder/model.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7bc470014c3782064177d29ca80f9b03da30f0e259f6fa06c256bc5ecdf600d6
+size 561943976
diff --git a/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/tokenizer/added_tokens.json b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/tokenizer/added_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..93c190b5690dd55aac16723222a9909e2be0faec
--- /dev/null
+++ b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/tokenizer/added_tokens.json
@@ -0,0 +1,127 @@
+{
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diff --git a/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/tokenizer/tokenizer_config.json b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/tokenizer/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f2a1baf8be1c2fb0578967b194024c0ab61df871
--- /dev/null
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@@ -0,0 +1,1292 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
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+      "normalized": false,
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+      "single_word": false,
+      "special": true
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diff --git a/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/transformer/config.json b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/transformer/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0fe7eafcd1ade4cf7f853604b18fbad3cd1e1c42
--- /dev/null
+++ b/glm-image/GLM-Image-SDNQ-4bit-dynamic/snapshots/0a8f8b4885f706bdc7ca08c623b959a61bb5aec8/transformer/config.json
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