Update README.md

README.md

@@ -2,6 +2,7 @@
 license: creativeml-openrail-m
 language:
 - en
+pipeline_tag: text-to-image
 ---
 ![diffusion1.png](https://s3.amazonaws.com/moonup/production/uploads/6380cf05f496d57325c12194/COUyHLQYxy-4bp7bocO6j.png)
 
@@ -21,7 +22,9 @@ language:
 
 🔮 Why not add some effects to your favorite prompts or fuse them together for a surreal twist? (Please note, Pen Pineapple Apple Pan effects and FUSIONS are excluded in this beta version)
 
-🔒 Full transparency on our extensive 700,000-image dataset, training methodologies, classifications, and successful experiments is on its way. This information will be released shortly after the final version, further establishing FFUSION Ai as a trusted tool in the world of AI-powered creativity. Let's continue to imagine, create and explore together! 🚀
+🔒 With over 730.9449 hours of dedicated training sessions, our Fusion AI model offers a wealth of data subsets and robust datasets developed in collaboration with two enterprise corporate accounts for Mid Journey. We also pride ourselves in having an effective utilization of GPU usage, making the most out of our partnership with Idle Stoev, Source Code Bulgaria, Praesidium CX & BlackSwan Technologies. 🚀
+
+Full transparency on our extensive 700,000-image dataset, training methodologies, classifications, and successful experiments is on its way. This information will be released shortly after the final version, further establishing FFUSION Ai as a trusted tool in the world of AI-powered creativity. Let's continue to imagine, create and explore together!
 
 
 # 🚀 Model Overview: Unleashing the Power of Imagination! 🌠
@@ -39,26 +42,29 @@ Let's delve into a universe where creativity knows no bounds!
 
 # 🔬 Intended Use: From Research to Artistry 🎨
 FFUSION AI is a multi-faceted tool that shines in various applications. Primarily envisioned for research, FFUSION AI has potential to:
-Securely deploy models that could generate sensitive content, making AI safer.
-Examine the limitations and inherent biases in generative models.
-Unleash the artist within, aiding in creative processes or artistic endeavours.
-Reinvent educational or creative utilities with AI-driven innovations.
-Propel the research in the fascinating domain of generative models.
+- Securely deploy models that could generate sensitive content, making AI safer.
+- Examine the limitations and inherent biases in generative models.
+- Unleash the artist within, aiding in creative processes or artistic endeavours.
+- Reinvent educational or creative utilities with AI-driven innovations.
+- Propel the research in the fascinating domain of generative models.
+- 
 However, it's crucial to note that certain uses of FFUSION AI are strictly prohibited, as outlined below.
 
 # 🚫 Forbidden Use: Setting Boundaries for Safe AI 🛑
-Our policy, adopted from the principles of the Stable Diffusion v2.1 model card, ensures the responsible use of Fusion AI beta and final releases. We expressly prohibit the utilization of our model for generating or distributing images that might incite hostility or exclusion. This includes:
-Content that is distressing, offensive, or perpetuates harmful stereotypes.
-Misuse or malicious use that harms individuals or communities, including creating demeaning or harmful representations, or promoting discriminatory content.
-Using the model for impersonation without consent or creating non-consensual explicit content.
-Generating or spreading mis- and disinformation, violent, gory imagery, or violating copyright terms.
+Our policy, adopted from the principles of the Stable Diffusion v2.1 model card, ensures the responsible use of Fusion AI beta and final releases. 
+We expressly prohibit the utilization of our model for generating or distributing images that might incite hostility or exclusion. This includes:
+- Content that is distressing, offensive, or perpetuates harmful stereotypes.
+- Misuse or malicious use that harms individuals or communities, including creating demeaning or harmful representations, or promoting discriminatory content.
+- Using the model for impersonation without consent or creating non-consensual explicit content.
+- Generating or spreading mis- and disinformation, violent, gory imagery, or violating copyright terms.
 
 # 🔭 Model Limitations and Bias: Acknowledging Imperfections 🌐
 While our model leaps toward the future of AI-driven creativity, it's essential to recognize its current limitations:
-The quest for perfect photorealism continues.
-Rendering legible text remains a challenge.
-Even more complex tasks, such as depicting "A red cube on top of a blue sphere in the middle of the ocean in a desert" may pose difficulty (but still processable).
-Human figures, particularly faces, may not be accurately generated.
+- The quest for perfect photorealism continues.
+- Rendering legible text remains a challenge.
+- Even more complex tasks, such as depicting "A red cube on top of a blue sphere in the middle of the ocean in a desert" may pose difficulty (but still processable).
+- Human figures, particularly faces, may not be accurately generated.
+
 The power of generative models also brings with it the potential for bias. As Stable Diffusion v2 trains primarily on subsets of LAION-2B(en) with English descriptions, the representations of non-English communities may be insufficient, often defaulting to white-biased and western cultures. As such, discretion is advised, recognizing that the model may unintentionally amplify biases, irrespective of input or intent.
 At FFUSION AI, we're committed to bringing your wildest imaginations to life, while maintaining a safe, inclusive, and responsible use of AI. Together, let's revolutionize the world of creativity! 🌟
 
@@ -99,10 +105,10 @@ Our dedication to sustainable development is reflected in the model's carbon foo
 
 **Compute Region**: US Cyxtera Chicago Data Center - ORD1 / EU - CZ & EU - RO
 
-Carbon Emitted (Power consumption x Time x Carbon produced based on the location of the power grid): 124.95 kg of CO2 emitted.
-Power consumption x Time x Carbon Produced Based on the Local Power Grid:
+- Carbon Emitted (Power consumption x Time x Carbon produced based on the location of the power grid): 124.95 kg of CO2 emitted.
+- Power consumption x Time x Carbon Produced Based on the Local Power Grid:
 250W x 1190h = 297.5 kWh x 0.42 kg eq. CO2/kWh = 124.95 kg eq. CO2
-Local Hardware Storage 4x16TB Raid5 WD Gold
+- Local Hardware Storage 4x16TB Raid5 WD Gold
 Optimizer: AdamW & Dadaptation
 
 **This model card was written by: Idle Stoev and is based on the Stability AI - Stable Diffusion 2.1 model card.**