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I2W/LICENSE.txt

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+Micro-World [Open RAIL-MSD] 
+
+Licensed Artifact(s):
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+Attachment A
+
+AMD Responsible AI Use Policy
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+AMD is committed to the responsible use of its Artificial Intelligence
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+9) No Reliance.  Do not rely on any information generated using AMD AI
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I2W/lora_diffusion_pytorch_model.safetensors

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I2W/transformer/config.json

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+{
+  "_class_name": "WanActionAdaLNModel",
+  "_diffusers_version": "0.34.0",
+  "action_dim": 1536,
+  "cross_attn_norm": true,
+  "dim": 5120,
+  "eps": 1e-06,
+  "ffn_dim": 13824,
+  "freq_dim": 256,
+  "in_channels": 16,
+  "in_dim": 36,
+  "keyboard_dim": 7,
+  "model_type": "i2v",
+  "mouse_dim": 2,
+  "num_heads": 40,
+  "num_layers": 40,
+  "out_dim": 16,
+  "patch_size": [
+    1,
+    2,
+    2
+  ],
+  "qk_norm": true,
+  "text_dim": 4096,
+  "text_len": 512,
+  "window_size": [
+    -1,
+    -1
+  ]
+}

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README.md

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+---
+license: openrail
+---
+In this work, we introduce Micro-World, an action-controlled interactive world model designed to generate high-quality, open-domain scenes. Built on top of the Wan2.1 family of models, we train both image-to-world (I2W) and text-to-world (T2W) variants to support a wide range of use cases. To foster open research and practical adoption in the community, we release the model weights, full training and inference code, as well as a curated dataset specifically tailored for controllable world modeling.
+
+For action injection, we favor adaLN for its lightweight parameter footprint, and ControlNet for its strong empirical stability during training. 
+
+Note that released T2W model is trained using ControlNet and I2W model is trained using adaLN.
+
+More info please refer to [GitHub Repo](https://github.com/AMD-AGI/Micro-World).
+
+# Model Architecture
+<div style="margin: 0; padding: 0; text-align: center;">
+  <img src="https://github.com/user-attachments/assets/680b87ac-0c95-4a27-b4fd-fcafb9fdf609" alt="model architecture" title="model architecture" class="model architecture">
+  <img src="https://github.com/user-attachments/assets/c9cd8d9e-9555-42d3-b884-04705d1e329c" alt="model architecture" title="model architecture" class="model architecture">
+</div>
+
+# Video Result
+## T2W Model
+### In Domain
+<table border="0" style="width: 100%; table-layout: fixed; text-align: center; margin-top: 20px;">
+  <tr>
+      <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/01ecff57-5fc8-40c0-b7c1-1c72525b598c" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; overflow:hidden; font-size: 14px;">
+        W
+        </div>
+      </td>
+       <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/0156af1f-5fe2-4276-9cec-ba97b2476018" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; font-size: 14px;">
+        S
+        </div>
+     </td>
+      <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/d27268e5-9fbc-49f7-b3ca-882fb58f21b6" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; font-size: 14px;">
+        A
+        </div>
+      </td>
+  </tr>
+</table>
+
+<table border="0" style="width: 100%; table-layout: fixed; text-align: center; margin-top: 20px;">
+  <tr>
+     <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/aff52ef1-0c9c-4a03-961f-6aa5361b636d" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; font-size: 14px;">
+        D
+        </div>
+     </td>
+      <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/b5d37d89-5cf0-40a5-8504-61f68e944fb9" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; font-size: 14px;">
+        W+Ctrl
+        </div>
+      </td>
+      <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/1b0d50c8-a037-4671-a146-b77672260322" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; font-size: 14px;">
+        W+Shift
+        </div>
+     </td>
+  </tr>
+</table>
+
+<table border="0" style="width: 100%; table-layout: fixed; text-align: center; margin-top: 20px;">
+  <tr>
+    <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/b13a14d7-5882-42dd-872b-8f61b9ab7060" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; font-size: 14px;">
+        Multiple control
+        </div>
+     </td>
+     <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/1218bbda-7993-4075-881b-2e16002acda8" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; font-size: 14px;">
+        Mouse down and up
+        </div>
+     </td>
+      <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/31471313-d94b-4936-b23b-12e7f89fda87" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; font-size: 14px;">
+        Mouse right and left
+        </div>
+      </td>
+  </tr>
+</table>
+
+### Open Domain
+<table border="0" style="width: 100%; table-layout: fixed; text-align: center; margin-top: 20px;">
+  <tr>
+      <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/25ec4ba8-4f65-4b26-8966-13437647f240" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; text-align: left;">
+            <details>
+              <summary style="cursor: pointer; font-size: 13px;">View Prompt</summary>
+              <div style="font-size: 12px; margin-top: 5px; color: #555;">
+                A cozy living room with sunlight streaming through window, vintage furniture, soft shadows.
+              </div>
+            </details>
+          </div>        
+      </td>
+      <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/a92149a8-6c4d-4b9a-8ada-81b47b4c81e7" width="100%" controls autoplay loop></video>
+        <div style="margin-top: 8px; text-align: left;">
+            <details>
+              <summary style="cursor: pointer; font-size: 13px;">View Prompt</summary>
+              <div style="font-size: 12px; margin-top: 5px; color: #555;">
+                A cozy living room with sunlight streaming through window, vintage furniture, soft shadows.
+              </div>
+            </details>
+          </div>  
+      </td>
+       <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/67b35842-04fd-4a0f-9a5c-6914d9f77e66" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; text-align: left;">
+            <details>
+              <summary style="cursor: pointer; font-size: 13px;">View Prompt</summary>
+              <div style="font-size: 12px; margin-top: 5px; color: #555;">
+                Running along a cliffside path in a tropical island in first person perspective, with turquoise waters crashing against the rocks far below, the salty scent of the ocean carried by the breeze, and the sound of distant waves blending with the calls of seagulls as the path twists and turns along the jagged cliffs.
+              </div>
+            </details>
+          </div>  
+     </td>
+  </tr>
+</table>
+
+<table border="0" style="width: 100%; table-layout: fixed; text-align: center; margin-top: 20px;">
+  <tr>
+      <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/d4a46b8b-022d-4fca-964f-c1d477111f4e" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; text-align: left;">
+            <details>
+              <summary style="cursor: pointer; font-size: 13px;">View Prompt</summary>
+              <div style="font-size: 12px; margin-top: 5px; color: #555;">
+                A young bear stands next to a large tree in a grassy meadow, its dark fur catching the soft daylight. The bear seems poised, observing its surroundings in a tranquil landscape, with rolling hills and sparse trees dotting the background under a pale blue sky.
+              </div>
+            </details>
+          </div>  
+     </td>
+     <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/b6f77a1a-58ce-43db-b6c5-efe09b7a9142" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; text-align: left;">
+            <details>
+              <summary style="cursor: pointer; font-size: 13px;">View Prompt</summary>
+              <div style="font-size: 12px; margin-top: 5px; color: #555;">
+                A giant panda rests peacefully under a blooming cherry blossom tree, its black and white fur contrasting beautifully with the delicate pink petals. The ground is lightly sprinkled with fallen blossoms, and the tranquil setting is framed by the soft hues of the blossoms and the grassy field surrounding the tree.
+              </div>
+            </details>
+          </div>  
+     </td>      
+     <td style="vertical-align: top; width: 33%;">
+          <video src="https://github.com/user-attachments/assets/c9225344-8b0b-4249-ab77-c8e5c4dddacc" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; text-align: left;">
+            <details>
+              <summary style="cursor: pointer; font-size: 13px;">View Prompt</summary>
+              <div style="font-size: 12px; margin-top: 5px; color: #555;">
+                Exploring an ancient jungle ruin in first person perspective surrounded by towering stone statues covered in moss and vines.
+              </div>
+            </details>
+          </div> 
+     </td>      
+  </tr>
+</table>
+
+## I2W Model
+<table border="0" style="width: 100%; table-layout: fixed; text-align: center; margin-top: 20px;">
+  <tr>
+      <td style="vertical-align: top; width: 50%;">
+          <video src="https://github.com/user-attachments/assets/f135d5c9-0379-4ace-bf22-1671cef261af" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; text-align: left;">
+            <details>
+              <summary style="cursor: pointer; font-size: 13px;">View Prompt</summary>
+              <div style="font-size: 12px; margin-top: 5px; color: #555;">
+                First-person perspective walking down a lively city street at night. Neon signs and bright billboards glow on both sides, cars drive past with headlights and taillights streaking slightly. camera motion directly aligned with user actions, immersive urban night scene.
+              </div>
+            </details>
+          </div>        
+      </td>
+      <td style="vertical-align: top; width: 50%;">
+          <video src="https://github.com/user-attachments/assets/2088d2da-95a6-4908-b7a2-f60458281b5e" width="100%" controls autoplay loop></video>
+        <div style="margin-top: 8px; text-align: left;">
+            <details>
+              <summary style="cursor: pointer; font-size: 13px;">View Prompt</summary>
+              <div style="font-size: 12px; margin-top: 5px; color: #555;">
+                First-person perspective standing in front of an ornate traditional Chinese temple. The symmetrical facade features red lanterns, intricate carvings, and a curved tiled roof decorated with dragons. Bright daytime lighting, consistent environment, camera motion directly aligned with user actions, immersive and interactive exploration.
+              </div>
+            </details>
+          </div>  
+      </td>
+  </tr>
+</table>
+
+<table border="0" style="width: 100%; table-layout: fixed; text-align: center; margin-top: 20px;">
+  <tr>
+       <td style="vertical-align: top; width: 50%;">
+          <video src="https://github.com/user-attachments/assets/9e1185cc-5480-4059-8643-7b6e08fff0c1" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; text-align: left;">
+            <details>
+              <summary style="cursor: pointer; font-size: 13px;">View Prompt</summary>
+              <div style="font-size: 12px; margin-top: 5px; color: #555;">
+                First-person perspective of standing in a rocky desert valley, looking at a camel a few meters ahead. The camel stands calmly on uneven stones, its long legs and single hump clearly visible. Bright midday sunlight, dry air, muted earth tones, distant barren mountains. Natural handheld camera feeling, camera motion controlled by user actions, smooth movement, cinematic realism.
+              </div>
+            </details>
+          </div>  
+     </td>
+     <td style="vertical-align: top; width: 50%;">
+          <video src="https://github.com/user-attachments/assets/c75d7344-7016-494e-be00-103d28e43738" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; text-align: left;">
+            <details>
+              <summary style="cursor: pointer; font-size: 13px;">View Prompt</summary>
+              <div style="font-size: 12px; margin-top: 5px; color: #555;">
+                First-person perspective walking through a narrow urban alley, old red brick industrial buildings on both sides, cobblestone street stretching forward with strong depth, metal walkways connecting buildings above, overcast daylight, soft diffused lighting, cool and muted color tones, quiet and empty environment, no people, camera motion controlled by user actions, smooth movement, stable horizon, realistic scale and geometry, high realism, cinematic urban scene.
+              </div>
+            </details>
+          </div>  
+     </td>
+  </tr>
+</table>
+
+<table border="0" style="width: 100%; table-layout: fixed; text-align: center; margin-top: 20px;">
+  <tr>
+     <td style="vertical-align: top; width: 50%;">
+          <video src="https://github.com/user-attachments/assets/f6da97af-0d3a-4b6a-b80f-5ae3c03ccbf6" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; text-align: left;">
+            <details>
+              <summary style="cursor: pointer; font-size: 13px;">View Prompt</summary>
+              <div style="font-size: 12px; margin-top: 5px; color: #555;">
+                First-person perspective coastal exploration scene, walking along a cliffside stone path with wooden railings, green bushes lining the walkway, ocean to the left with gentle waves, distant islands visible under a clear sky, realistic head-mounted camera view, smooth forward motion, stable horizon, natural human eye level, high realism, consistent environment, camera motion directly aligned with user actions, immersive and interactive exploration.
+              </div>
+            </details>
+          </div>  
+     </td>      
+     <td style="vertical-align: top; width: 50%;">
+          <video src="https://github.com/user-attachments/assets/b76a8aca-d1da-47ba-88e9-3da36f64429d" width="100%" controls autoplay loop></video>
+          <div style="margin-top: 8px; text-align: left;">
+            <details>
+              <summary style="cursor: pointer; font-size: 13px;">View Prompt</summary>
+              <div style="font-size: 12px; margin-top: 5px; color: #555;">
+                First-person perspective inside a cozy living room, walking around a warm fireplace, soft carpet underfoot, furniture arranged neatly, bookshelves, plants, and warm table lamps on both sides, warm indoor lighting, calm and quiet atmosphere, natural head-level camera movement, camera motion driven by user actions, realistic scale and depth, high realism, cinematic lighting, no people, no distortion.
+              </div>
+            </details>
+          </div> 
+     </td>      
+  </tr>
+</table>

T2W/LICENSE.txt

@@ -0,0 +1,304 @@
+Micro-World [Open RAIL-MSD] 
+
+Licensed Artifact(s):
+
+-   Model, Source Code, Data
+
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+
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+      its Derivatives, and You shall give such notice to any subsequent
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+law, Licensor reserves the right to restrict (remotely or otherwise)
+usage of the Artifact in violation of this License or update the
+Artifact through electronic means.
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+use of Licensors� trademarks, trade names, logos or to otherwise suggest
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+any rights not expressly granted herein are reserved by the Licensors.
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+to in writing, Licensor provides the Artifact (and each Contributor
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+END OF TERMS AND CONDITIONS
+
+Attachment A
+
+AMD Responsible AI Use Policy
+
+AMD is committed to the responsible use of its Artificial Intelligence
+(AI) products and technologies (�AMD AI�).  AMD AI may include
+artificial intelligence or machine learning technologies that use
+algorithms to analyze data and generate output using predictions based
+on patterns in data.  This policy explains the uses that AMD
+specifically prohibits.
+
+If you use any AMD AI, you are agreeing to use the AMD AI in compliance
+with applicable laws and not for any of the following prohibited uses.
+
+Prohibited Uses:
+
+1) No Illegal Acts.  Do not use AMD AI in violation of any applicable
+national, state, local, or other jurisdictional law, rule, regulation,
+or sanction.
+
+2) No Explicit Content.  Do not use AMD AI to submit (as input),
+generate, or disseminate content depicting violent or sexually explicit
+content or to create sexual chatbots.
+
+3) No Harm.  Do not use AMD AI for any potentially harmful uses,
+   including fraud, deception, discrimination, abuse, or harassment,
+   including the following:
+
+   a) Harm or abuse of a minor, including grooming and child sexual
+      exploitation.
+
+   b) Impersonation of human beings for purposes of deception.
+
+   c) Generation or dissemination of information you know to be false
+      for the purpose of harming others.
+
+   d) Intentionally defame, disparage, or otherwise harass others.
+
+   e) Intentionally attempting to materially distort the behavior of a
+      person in a manner that causes or is likely to cause that person
+      or another person physical or psychological harm.
+
+   f) Providing medical advice or interpretation of medical results that
+      is intended to be a substitute for professional medical advice,
+      diagnosis, or treatment.
+
+   g) Engaging in the unlawful or unauthorized practice of any
+      profession, including financial, legal, medical, health, or
+      related professional practices.
+
+   h) Judgment of, discrimination against, or harm to individuals or
+      groups based on legally protected characteristics or categories,
+      online or offline social behavior, or known or predicted personal
+      or personality characteristics, including any of the foregoing
+      uses in social credit systems.
+
+4) No High-Risk Activity.  Do not use AMD AI in any high-risk activities
+ or applications that create a risk of personal injury, death, or
+severe property or environmental damage, including in weapons or
+military applications.
+
+5) No Personal Information.  Do not use AMD AI to collect, process, or
+disclose personal data, including heath or sensitive personal
+information, without the necessary rights or consents.
+
+6) No Infringement.  Do not use AMD AI to generate or disseminate any
+information that infringes upon or misappropriates the intellectual
+property rights of others, including copyright, trademark, patent, and
+trade secret rights, rights to privacy, and publicity rights.
+
+7) No Malware.  Do not use AMD AI to generate or disseminate malware or
+any other content to be used for the purpose of facilitating unpermitted
+access to, or use of, computer systems or data.
+
+8) No Obfuscation.  Do not inappropriately obfuscate or fail to disclose
+to end users the presence of AI in any application in which AMD AI is
+deployed, along with any known risks or dangers of using AI without
+appropriate safeguards, oversight and human control.
+
+9) No Reliance.  Do not rely on any information generated using AMD AI
+without assessing it for accuracy, potential for harm, or other specific
+risks applicable to the use case.

T2W/lora_diffusion_pytorch_model.safetensors

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+size 356705124

T2W/transformer/config.json

@@ -0,0 +1,31 @@
+{
+    "_class_name": "WanActionControlNetModel",
+    "_diffusers_version": "0.34.0",
+    "cross_attn_norm": true,
+    "dim": 1536,
+    "eps": 1e-06,
+    "ffn_dim": 8960,
+    "freq_dim": 256,
+    "in_dim": 16,
+    "keyboard_dim": 7,
+    "model_type": "t2v",
+    "mouse_dim": 2,
+    "num_heads": 12,
+    "num_layers": 30,
+    "out_dim": 16,
+    "patch_size": [
+      1,
+      2,
+      2
+    ],
+    "qk_norm": true,
+    "text_dim": 4096,
+    "text_len": 512,
+    "action_in_dim": null,
+    "action_layers": null,
+    "window_size": [
+      -1,
+      -1
+    ]
+  }
+  

T2W/transformer/diffusion_pytorch_model.safetensors

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+size 4315208944