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+ "# LTX2 Rapid V3 + GGUF\n\nThis workflow is messy as shit, but LTX kinda requires that.\n\nMake sure all of these nodes are installed and updated:\nComfy-KJNodes (LTX improvements)\nComfy-LTXVideo (core nodes)\nVideoHelperSuite (core video)\nFill-Nodes (simplifies config + fast interpolation)\n\nDefaults are \"first to last\" generation. Bypass the \"Last Image\" to the right and set LTXVAddGuideMulti \"Number of Guides\" to 1 if just doing I2V \"First Frame\".\n\nBypass the whole top group for T2V.\n\nModify stuff below to specify what kind of video you want to generate.\n\nYou shouldn't need to touch anything in the middle blue section, which contains all of the best settings and optimizations I could find.\n\nThe audio concat stuff is to support \"ping pong\" video output to add audio and double video length for looping purposes (better than silence imho).\n\nIf you have motion issues, try increasing the frame rate (to like 30 or higher). Also try disabling/bypassing RIFE interpolation which could contribute to very high motion artifacts too.\n\nThe \"ImageFrameSelect\" config can help cut off strange frames near the end if its not using your \"last frame\" correctly. This hasn't really been an issue lately, but I'll keep it there for now.\n\nGood luck, this model is pretty neat.\n\n\n## MODELS\n\nMAIN LTX2 MODEl\n\nGGUF: <https://huggingface.co/3ndetz/LTX2-Rapid-Merges-GGUF/tree/main/nsfw/ltx2-phr00tmerge-nsfw-v62>\n\nGemma 12b QAT Q4 GGUF: <https://huggingface.co/bartowski/google_gemma-3-12b-it-qat-GGUF/tree/main>\n\nltx-2-19b-embeddings-connector_distil_bf16.safetensors: <https://huggingface.co/Kijai/LTXV2_comfy/blob/main/text_encoders/ltx-2-19b-embeddings_connector_distill_bf16.safetensors>\n\n## Nodes\n\n- ComfyUI-KJNodes\n- ComfyUI-VideoHelperSuite\n- ComfyUI_Fill-Nodes\n- LTXVideo\n"
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+ ],
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+ "color": "#432",
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+ "bgcolor": "#653"
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+ }
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README.md ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ base_model:
3
+ - Phr00t/LTX2-Rapid-Merges
4
+ tags:
5
+ - GGUF
6
+ - quant
7
+ - quantization
8
+ - quantized
9
+ - wip
10
+ - untested
11
+ - test
12
+ - gguf
13
+ pipeline_tag: image-text-to-video
14
+ ---
15
+
16
+ # LTX-2 Rapid GGUF
17
+
18
+ GGUF version of the original [LTX-2 Rapid](https://huggingface.co/Phr00t/LTX2-Rapid-Merges), converted in [colab](https://colab.research.google.com/drive/1b9un_g6vEFa-DWAV_kLImtWdXkqNZl2B?usp=sharing) (this is link to the jupyter notebook script) using city96 gguf convertion instructions with manual adding `config` field to metadata.
19
+
20
+ ## Roadmap
21
+
22
+ - [x] Quants with fixed config
23
+ - [x] [GGUF version of workflow](https://huggingface.co/3ndetz/LTX2-Rapid-Merges-GGUF/blob/main/LTXV-DoAlmostEverything-v3-GGUF.json)
24
+ - [ ] Demo videos for different quants on the same noise seed
25
+
26
+ > If someone will provide a test result for different quants to compare, it will be too good! PR into this repo
27
+
28
+ ## Developing
29
+
30
+ If you're making custom ggufs, do not forget to add this to gguf metadata into the config string field:
31
+
32
+ ```json
33
+ {"transformer": {"_class_name": "AVTransformer3DModel", "_diffusers_version": "0.25.1", "activation_fn": "gelu-approximate", "attention_bias": true, "attention_head_dim": 128, "attention_type": "default", "caption_channels": 3840, "cross_attention_dim": 4096, "double_self_attention": false, "dropout": 0.0, "in_channels": 128, "norm_elementwise_affine": false, "norm_eps": 1e-06, "norm_num_groups": 32, "num_attention_heads": 32, "num_embeds_ada_norm": 1000, "num_layers": 48, "num_vector_embeds": null, "only_cross_attention": false, "cross_attention_norm": true, "out_channels": 128, "upcast_attention": false, "use_linear_projection": false, "qk_norm": "rms_norm", "standardization_norm": "rms_norm", "positional_embedding_type": "rope", "positional_embedding_theta": 10000.0, "positional_embedding_max_pos": [20, 2048, 2048], "timestep_scale_multiplier": 1000, "av_ca_timestep_scale_multiplier": 1000.0, "causal_temporal_positioning": true, "audio_num_attention_heads": 32, "audio_attention_head_dim": 64, "use_audio_video_cross_attention": true, "share_ff": false, "audio_out_channels": 128, "audio_cross_attention_dim": 2048, "audio_positional_embedding_max_pos": [20], "av_cross_ada_norm": true, "use_embeddings_connector": true, "connector_attention_head_dim": 128, "connector_num_attention_heads": 30, "connector_num_layers": 2, "connector_positional_embedding_max_pos": [4096], "connector_num_learnable_registers": 128, "connector_norm_output": true, "use_middle_indices_grid": true, "rope_type": "split", "frequencies_precision": "float64"}, "scheduler": {"_class_name": "RectifiedFlowScheduler", "_diffusers_version": "0.25.1", "num_train_timesteps": 1000, "shifting": null, "base_resolution": null, "sampler": "LinearQuadratic"}}
34
+ ```
35
+
36
+ (config can change and should be taken from [original](https://huggingface.co/Phr00t/LTX2-Rapid-Merges/tree/main) to work properly)
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