Instructions to use FastVideo/FastVideo-FastH3-8-Step-V2-NVFP4-Consumer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use FastVideo/FastVideo-FastH3-8-Step-V2-NVFP4-Consumer with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("FastVideo/FastVideo-FastH3-8-Step-V2-NVFP4-Consumer", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
Add files using upload-large-folder tool
Browse files- README.md +19 -0
- audio_scheduler/scheduler_config.json +5 -0
- audio_vae/config.json +125 -0
- audio_vae/diffusion_pytorch_model.safetensors +3 -0
- fastvideo_inference.json +33 -0
- scheduler/scheduler_config.json +5 -0
- text_encoder/model-00002-of-00004.safetensors +3 -0
- text_encoder/model-00003-of-00004.safetensors +3 -0
- text_encoder/model-00004-of-00004.safetensors +3 -0
- tokenizer/merges.txt +0 -0
- tokenizer/tokenizer.json +0 -0
- tokenizer/tokenizer_config.json +246 -0
- tokenizer/vocab.json +0 -0
- transformer/config.json +26 -0
- transformer/diffusion_pytorch_model-00001-of-00006.safetensors +3 -0
- transformer/diffusion_pytorch_model-00002-of-00006.safetensors +3 -0
- transformer/diffusion_pytorch_model-00003-of-00006.safetensors +3 -0
- transformer/diffusion_pytorch_model-00004-of-00006.safetensors +3 -0
- transformer/diffusion_pytorch_model-00005-of-00006.safetensors +3 -0
- transformer/diffusion_pytorch_model-00006-of-00006.safetensors +3 -0
- transformer/diffusion_pytorch_model.safetensors.index.json +343 -0
- transformer/nvfp4_weights.safetensors +3 -0
- vae/config.json +97 -0
- vae/diffusion_pytorch_model.safetensors +3 -0
- vae/minimax_h3_video_vae_int8_convrot.safetensors +3 -0
README.md
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---
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license: other
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base_model: FastVideo/FastVideo-FastH3-8-Step-V2
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tags: [video-generation, text-to-video, audio, fastvideo, nvfp4]
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---
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# FastH3 V2, 8-step, NVFP4 for one GPU
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FastH3 V2 (8 distilled steps, video with synchronized audio) packaged for a single Blackwell GPU (RTX 5090,
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RTX PRO 6000) or a DGX Spark.
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- **Transformer:** FastH3 V2 (50 blocks). MLP linears keep the calibrated NVFP4 weights and activation scales from
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[FastVideo/FastVideo-FastH3-8-Step-V2-NVFP4](https://huggingface.co/FastVideo/FastVideo-FastH3-8-Step-V2-NVFP4);
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attention projections and sparse-attention gates are also stored in NVFP4.
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- **Text encoder:** NVFP4 Qwen3-VL trimmed to the 50 layers H3 reads.
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- **VAE:** LynnReal lightweight video VAE with Kijai's INT8 weights; H3 audio VAE.
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- **Sampling:** `fastvideo_inference.json` holds the 8-step DMD schedule, which FastVideo reads automatically.
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For multi-GPU data-center serving, use [FastVideo/FastVideo-FastH3-8-Step-V2-NVFP4](https://huggingface.co/FastVideo/FastVideo-FastH3-8-Step-V2-NVFP4).
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Smaller, faster experimental variant: [FastVideo/FastVideo-FastH3-Trim-8-Step-NVFP4](https://huggingface.co/FastVideo/FastVideo-FastH3-Trim-8-Step-NVFP4).
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audio_scheduler/scheduler_config.json
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{
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"_class_name": "MiniMaxH3Scheduler",
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"_diffusers_version": "0.36.0.dev0",
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"shift": 3.0
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}
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audio_vae/config.json
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{
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"_class_name": "AutoencoderKLMiniMaxH3Audio",
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| 3 |
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"_diffusers_version": "0.36.0.dev0",
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| 4 |
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"encoder_dim": 64,
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| 5 |
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"encoder_rates": [
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2,
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4,
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4,
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| 9 |
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5,
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5
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],
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"latent_dim": 2048,
|
| 13 |
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"latent_channels": 32,
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| 14 |
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"decoder_dim": 1024,
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| 15 |
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"decoder_rates": [
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5,
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],
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"decoder_kernel_sizes": [
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9,
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9,
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"num_attention_heads": 8,
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"resblock_kernel_sizes": [
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"resblock_dilation_sizes": [
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"sampling_rate": 32000,
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"latents_mean": [
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}
|
audio_vae/diffusion_pytorch_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:52c59e67ba8de5477c81bfbced0327aabf500f1bfdeefd5ee754529241cb26cb
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size 605429340
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fastvideo_inference.json
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{
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| 2 |
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"attention_backend": "VIDEO_SPARSE_ATTN_H3",
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| 3 |
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"audio_scheduler_shift": 3.0,
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| 4 |
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"checkpoint_step": 1300,
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| 5 |
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"dmd_denoising_steps": [
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999,
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874,
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749,
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624,
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500,
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375,
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250,
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125
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],
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"fastvideo_commit": "24bbe7fddd05ca6f2c34b3dbed06ac1c75b72086",
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| 16 |
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"guidance_scale": 1.0,
|
| 17 |
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"model_id": "FastVideo/FastVideo-FastH3-8-Step-V2-NVFP4-Consumer",
|
| 18 |
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"num_gpus": 4,
|
| 19 |
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"num_inference_steps": 9,
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| 20 |
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"schema_version": "fasth3-inference-contract-v1",
|
| 21 |
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"sequence_parallel_size": 4,
|
| 22 |
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"task": "t2av",
|
| 23 |
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"torch_compile": false,
|
| 24 |
+
"training_parent_run_id": "20260829T210445Z-h3-v14-8step-datafree-vsa80-vshift10",
|
| 25 |
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"transformer_forwards": 8,
|
| 26 |
+
"use_fsdp_inference": true,
|
| 27 |
+
"video_scheduler_shift": 10.0,
|
| 28 |
+
"vsa_kernel": "sm100a",
|
| 29 |
+
"vsa_sparsity": 0.8,
|
| 30 |
+
"vsa_tile_size": 64,
|
| 31 |
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"quantization": "nvfp4_attention_mlp_gate",
|
| 32 |
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"source_model": "FastVideo/FastVideo-FastH3-8-Step-V2"
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| 33 |
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}
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scheduler/scheduler_config.json
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{
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"_class_name": "MiniMaxH3Scheduler",
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| 3 |
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"_diffusers_version": "0.36.0.dev0",
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| 4 |
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"shift": 10.0
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| 5 |
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}
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text_encoder/model-00002-of-00004.safetensors
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:ff092cd64c489ce4609a08ba5d9f8548591bf835cd98fa4154a7eccd0ea16dfd
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| 3 |
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size 4270035088
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text_encoder/model-00003-of-00004.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:3dab4af0342cfc9b31839458d059327c7cd1e5be1fe779ded253939cabb36a51
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size 4241221712
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text_encoder/model-00004-of-00004.safetensors
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:628852eb94bd2e3c297d120683f900b49051f236e2cd9d1f26476c30cedc2add
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| 3 |
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size 3659204564
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tokenizer/merges.txt
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tokenizer/tokenizer.json
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tokenizer/tokenizer_config.json
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|
|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_bos_token": false,
|
| 3 |
+
"add_prefix_space": false,
|
| 4 |
+
"added_tokens_decoder": {
|
| 5 |
+
"151643": {
|
| 6 |
+
"content": "<|endoftext|>",
|
| 7 |
+
"lstrip": false,
|
| 8 |
+
"normalized": false,
|
| 9 |
+
"rstrip": false,
|
| 10 |
+
"single_word": false,
|
| 11 |
+
"special": true
|
| 12 |
+
},
|
| 13 |
+
"151644": {
|
| 14 |
+
"content": "<|im_start|>",
|
| 15 |
+
"lstrip": false,
|
| 16 |
+
"normalized": false,
|
| 17 |
+
"rstrip": false,
|
| 18 |
+
"single_word": false,
|
| 19 |
+
"special": true
|
| 20 |
+
},
|
| 21 |
+
"151645": {
|
| 22 |
+
"content": "<|im_end|>",
|
| 23 |
+
"lstrip": false,
|
| 24 |
+
"normalized": false,
|
| 25 |
+
"rstrip": false,
|
| 26 |
+
"single_word": false,
|
| 27 |
+
"special": true
|
| 28 |
+
},
|
| 29 |
+
"151646": {
|
| 30 |
+
"content": "<|object_ref_start|>",
|
| 31 |
+
"lstrip": false,
|
| 32 |
+
"normalized": false,
|
| 33 |
+
"rstrip": false,
|
| 34 |
+
"single_word": false,
|
| 35 |
+
"special": true
|
| 36 |
+
},
|
| 37 |
+
"151647": {
|
| 38 |
+
"content": "<|object_ref_end|>",
|
| 39 |
+
"lstrip": false,
|
| 40 |
+
"normalized": false,
|
| 41 |
+
"rstrip": false,
|
| 42 |
+
"single_word": false,
|
| 43 |
+
"special": true
|
| 44 |
+
},
|
| 45 |
+
"151648": {
|
| 46 |
+
"content": "<|box_start|>",
|
| 47 |
+
"lstrip": false,
|
| 48 |
+
"normalized": false,
|
| 49 |
+
"rstrip": false,
|
| 50 |
+
"single_word": false,
|
| 51 |
+
"special": true
|
| 52 |
+
},
|
| 53 |
+
"151649": {
|
| 54 |
+
"content": "<|box_end|>",
|
| 55 |
+
"lstrip": false,
|
| 56 |
+
"normalized": false,
|
| 57 |
+
"rstrip": false,
|
| 58 |
+
"single_word": false,
|
| 59 |
+
"special": true
|
| 60 |
+
},
|
| 61 |
+
"151650": {
|
| 62 |
+
"content": "<|quad_start|>",
|
| 63 |
+
"lstrip": false,
|
| 64 |
+
"normalized": false,
|
| 65 |
+
"rstrip": false,
|
| 66 |
+
"single_word": false,
|
| 67 |
+
"special": true
|
| 68 |
+
},
|
| 69 |
+
"151651": {
|
| 70 |
+
"content": "<|quad_end|>",
|
| 71 |
+
"lstrip": false,
|
| 72 |
+
"normalized": false,
|
| 73 |
+
"rstrip": false,
|
| 74 |
+
"single_word": false,
|
| 75 |
+
"special": true
|
| 76 |
+
},
|
| 77 |
+
"151652": {
|
| 78 |
+
"content": "<|vision_start|>",
|
| 79 |
+
"lstrip": false,
|
| 80 |
+
"normalized": false,
|
| 81 |
+
"rstrip": false,
|
| 82 |
+
"single_word": false,
|
| 83 |
+
"special": true
|
| 84 |
+
},
|
| 85 |
+
"151653": {
|
| 86 |
+
"content": "<|vision_end|>",
|
| 87 |
+
"lstrip": false,
|
| 88 |
+
"normalized": false,
|
| 89 |
+
"rstrip": false,
|
| 90 |
+
"single_word": false,
|
| 91 |
+
"special": true
|
| 92 |
+
},
|
| 93 |
+
"151654": {
|
| 94 |
+
"content": "<|vision_pad|>",
|
| 95 |
+
"lstrip": false,
|
| 96 |
+
"normalized": false,
|
| 97 |
+
"rstrip": false,
|
| 98 |
+
"single_word": false,
|
| 99 |
+
"special": true
|
| 100 |
+
},
|
| 101 |
+
"151655": {
|
| 102 |
+
"content": "<|image_pad|>",
|
| 103 |
+
"lstrip": false,
|
| 104 |
+
"normalized": false,
|
| 105 |
+
"rstrip": false,
|
| 106 |
+
"single_word": false,
|
| 107 |
+
"special": true
|
| 108 |
+
},
|
| 109 |
+
"151656": {
|
| 110 |
+
"content": "<|video_pad|>",
|
| 111 |
+
"lstrip": false,
|
| 112 |
+
"normalized": false,
|
| 113 |
+
"rstrip": false,
|
| 114 |
+
"single_word": false,
|
| 115 |
+
"special": true
|
| 116 |
+
},
|
| 117 |
+
"151657": {
|
| 118 |
+
"content": "<tool_call>",
|
| 119 |
+
"lstrip": false,
|
| 120 |
+
"normalized": false,
|
| 121 |
+
"rstrip": false,
|
| 122 |
+
"single_word": false,
|
| 123 |
+
"special": false
|
| 124 |
+
},
|
| 125 |
+
"151658": {
|
| 126 |
+
"content": "</tool_call>",
|
| 127 |
+
"lstrip": false,
|
| 128 |
+
"normalized": false,
|
| 129 |
+
"rstrip": false,
|
| 130 |
+
"single_word": false,
|
| 131 |
+
"special": false
|
| 132 |
+
},
|
| 133 |
+
"151659": {
|
| 134 |
+
"content": "<|fim_prefix|>",
|
| 135 |
+
"lstrip": false,
|
| 136 |
+
"normalized": false,
|
| 137 |
+
"rstrip": false,
|
| 138 |
+
"single_word": false,
|
| 139 |
+
"special": false
|
| 140 |
+
},
|
| 141 |
+
"151660": {
|
| 142 |
+
"content": "<|fim_middle|>",
|
| 143 |
+
"lstrip": false,
|
| 144 |
+
"normalized": false,
|
| 145 |
+
"rstrip": false,
|
| 146 |
+
"single_word": false,
|
| 147 |
+
"special": false
|
| 148 |
+
},
|
| 149 |
+
"151661": {
|
| 150 |
+
"content": "<|fim_suffix|>",
|
| 151 |
+
"lstrip": false,
|
| 152 |
+
"normalized": false,
|
| 153 |
+
"rstrip": false,
|
| 154 |
+
"single_word": false,
|
| 155 |
+
"special": false
|
| 156 |
+
},
|
| 157 |
+
"151662": {
|
| 158 |
+
"content": "<|fim_pad|>",
|
| 159 |
+
"lstrip": false,
|
| 160 |
+
"normalized": false,
|
| 161 |
+
"rstrip": false,
|
| 162 |
+
"single_word": false,
|
| 163 |
+
"special": false
|
| 164 |
+
},
|
| 165 |
+
"151663": {
|
| 166 |
+
"content": "<|repo_name|>",
|
| 167 |
+
"lstrip": false,
|
| 168 |
+
"normalized": false,
|
| 169 |
+
"rstrip": false,
|
| 170 |
+
"single_word": false,
|
| 171 |
+
"special": false
|
| 172 |
+
},
|
| 173 |
+
"151664": {
|
| 174 |
+
"content": "<|file_sep|>",
|
| 175 |
+
"lstrip": false,
|
| 176 |
+
"normalized": false,
|
| 177 |
+
"rstrip": false,
|
| 178 |
+
"single_word": false,
|
| 179 |
+
"special": false
|
| 180 |
+
},
|
| 181 |
+
"151665": {
|
| 182 |
+
"content": "<tool_response>",
|
| 183 |
+
"lstrip": false,
|
| 184 |
+
"normalized": false,
|
| 185 |
+
"rstrip": false,
|
| 186 |
+
"single_word": false,
|
| 187 |
+
"special": false
|
| 188 |
+
},
|
| 189 |
+
"151666": {
|
| 190 |
+
"content": "</tool_response>",
|
| 191 |
+
"lstrip": false,
|
| 192 |
+
"normalized": false,
|
| 193 |
+
"rstrip": false,
|
| 194 |
+
"single_word": false,
|
| 195 |
+
"special": false
|
| 196 |
+
},
|
| 197 |
+
"151667": {
|
| 198 |
+
"content": "<think>",
|
| 199 |
+
"lstrip": false,
|
| 200 |
+
"normalized": false,
|
| 201 |
+
"rstrip": false,
|
| 202 |
+
"single_word": false,
|
| 203 |
+
"special": false
|
| 204 |
+
},
|
| 205 |
+
"151668": {
|
| 206 |
+
"content": "</think>",
|
| 207 |
+
"lstrip": false,
|
| 208 |
+
"normalized": false,
|
| 209 |
+
"rstrip": false,
|
| 210 |
+
"single_word": false,
|
| 211 |
+
"special": false
|
| 212 |
+
}
|
| 213 |
+
},
|
| 214 |
+
"additional_special_tokens": [
|
| 215 |
+
"<|im_start|>",
|
| 216 |
+
"<|im_end|>",
|
| 217 |
+
"<|object_ref_start|>",
|
| 218 |
+
"<|object_ref_end|>",
|
| 219 |
+
"<|box_start|>",
|
| 220 |
+
"<|box_end|>",
|
| 221 |
+
"<|quad_start|>",
|
| 222 |
+
"<|quad_end|>",
|
| 223 |
+
"<|vision_start|>",
|
| 224 |
+
"<|vision_end|>",
|
| 225 |
+
"<|vision_pad|>",
|
| 226 |
+
"<|image_pad|>",
|
| 227 |
+
"<|video_pad|>",
|
| 228 |
+
"<d>",
|
| 229 |
+
"</d>",
|
| 230 |
+
"<|cutoff|>",
|
| 231 |
+
"<|lyrics_start|>",
|
| 232 |
+
"<|lyrics_end|>",
|
| 233 |
+
"<|caption_start|>",
|
| 234 |
+
"<|caption_end|>"
|
| 235 |
+
],
|
| 236 |
+
"bos_token": null,
|
| 237 |
+
"chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0].role == 'system' %}\n {%- if messages[0].content is string %}\n {{- messages[0].content }}\n {%- else %}\n {%- for content in messages[0].content %}\n {%- if 'text' in content %}\n {{- content.text }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {{- '\\n\\n' }}\n {%- endif %}\n {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0].content is string %}\n {{- messages[0].content }}\n {%- else %}\n {%- for content in messages[0].content %}\n {%- if 'text' in content %}\n {{- content.text }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- for message in messages %}\n {%- if message.role == \"user\" %}\n {{- '<|im_start|>' + message.role + '\\n' }}\n {%- if message.content is string %}\n {{- message.content }}\n {%- else %}\n {%- for content in message.content %}\n {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}\n <|vision_start|><|image_pad|><|vision_end|>\n {%- elif content.type == 'video' or 'video' in content %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}\n <|vision_start|><|video_pad|><|vision_end|>\n {%- elif 'text' in content %}\n {{- content.text }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role + '\\n' }}\n {%- if message.content is string %}\n {{- message.content }}\n {%- else %}\n {%- for content_item in message.content %}\n {%- if 'text' in content_item %}\n {{- content_item.text }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {%- if message.tool_calls %}\n {%- for tool_call in message.tool_calls %}\n {%- if (loop.first and message.content) or (not loop.first) %}\n {{- '\\n' }}\n {%- endif %}\n {%- if tool_call.function %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {%- if message.content is string %}\n {{- message.content }}\n {%- else %}\n {%- for content in message.content %}\n {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}\n <|vision_start|><|image_pad|><|vision_end|>\n {%- elif content.type == 'video' or 'video' in content %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}\n <|vision_start|><|video_pad|><|vision_end|>\n {%- elif 'text' in content %}\n {{- content.text }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n",
|
| 238 |
+
"clean_up_tokenization_spaces": false,
|
| 239 |
+
"eos_token": "<|im_end|>",
|
| 240 |
+
"errors": "replace",
|
| 241 |
+
"model_max_length": 262144,
|
| 242 |
+
"pad_token": "<|endoftext|>",
|
| 243 |
+
"split_special_tokens": false,
|
| 244 |
+
"tokenizer_class": "Qwen2Tokenizer",
|
| 245 |
+
"unk_token": null
|
| 246 |
+
}
|
tokenizer/vocab.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
transformer/config.json
ADDED
|
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
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vae/config.json
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