{
  "type": "tweet",
  "id": "2011872020196184290",
  "url": "https://x.com/PyTorch/status/2011872020196184290",
  "twitterUrl": "https://twitter.com/PyTorch/status/2011872020196184290",
  "text": "TorchAO Quantized Gemma-3 Models Now Available on HuggingFace 🚀\n\nTorchAO quantized Gemma-3 models (4b, 12b and 27b) are now available in multiple quantized formats (FP8, INT4, AWQ-INT4, HQQ-INT8-INT4, QAT-INT4) on HuggingFace Hub! Our models:\n\n* Run efficiently on A100/H100 GPUs (with vLLM) & mobile devices (with ExecuTorch)\n* Deliver faster inference, big memory savings, and minimal accuracy loss compared to BF16 model\n* Include reproducible quantization recipes for your own models, including algorithms like AWQ, HQQ and QAT\n\n🖇️ Check out the collection: https://t.co/hAEeQuqSIL\n\n#LLM #PyTorch #TorchAO #ExecuTorch #VLLM #Quantization #Gemma3 #HuggingFace #EdgeAI",
  "source": "Twitter for iPhone",
  "retweetCount": 7,
  "replyCount": 4,
  "likeCount": 95,
  "quoteCount": 2,
  "viewCount": 10170,
  "createdAt": "Thu Jan 15 18:44:03 +0000 2026",
  "lang": "en",
  "bookmarkCount": 46,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2011872020196184290",
  "displayTextRange": [
    0,
    304
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "PyTorch",
    "url": "https://x.com/PyTorch",
    "twitterUrl": "https://twitter.com/PyTorch",
    "id": "776585502606721024",
    "name": "PyTorch",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/1813965160702451712/yXV1vRhr_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/776585502606721024/1761575044",
    "description": "",
    "location": "",
    "followers": 470158,
    "following": 81,
    "status": "",
    "canDm": false,
    "canMediaTag": true,
    "createdAt": "Fri Sep 16 00:56:26 +0000 2016",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 838,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 1271,
    "statusesCount": 2996,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [],
    "profile_bio": {
      "description": "Tensors and neural networks in Python with strong hardware acceleration. PyTorch is an open source project at the Linux Foundation. #PyTorchFoundation",
      "entities": {
        "description": {
          "hashtags": [
            {
              "indices": [
                132,
                150
              ],
              "text": "PyTorchFoundation"
            }
          ]
        },
        "url": {
          "urls": [
            {
              "display_url": "pytorch.org",
              "expanded_url": "http://pytorch.org",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/6SwTBhUwTJ"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {},
  "card": {
    "binding_values": [
      {
        "key": "photo_image_full_size_large",
        "value": {
          "image_value": {
            "height": 419,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=jpg&name=800x419",
            "width": 800
          }
        }
      },
      {
        "key": "thumbnail_image",
        "value": {
          "image_value": {
            "height": 150,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=jpg&name=280x150",
            "width": 278
          }
        }
      },
      {
        "key": "description",
        "value": {
          "string_value": "We’re on a journey to advance and democratize artificial intelligence through open source and open science."
        }
      },
      {
        "key": "domain",
        "value": {
          "string_value": "huggingface.co"
        }
      },
      {
        "key": "thumbnail_image_large",
        "value": {
          "image_value": {
            "height": 320,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=jpg&name=800x320_1",
            "width": 593
          }
        }
      },
      {
        "key": "summary_photo_image_small",
        "value": {
          "image_value": {
            "height": 202,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=jpg&name=386x202",
            "width": 386
          }
        }
      },
      {
        "key": "thumbnail_image_original",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=jpg&name=orig",
            "width": 1200
          }
        }
      },
      {
        "key": "site",
        "value": {
          "scribe_key": "publisher_id",
          "user_value": {
            "id_str": "778764142412984320"
          }
        }
      },
      {
        "key": "photo_image_full_size_small",
        "value": {
          "image_value": {
            "height": 202,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=jpg&name=386x202",
            "width": 386
          }
        }
      },
      {
        "key": "summary_photo_image_large",
        "value": {
          "image_value": {
            "height": 419,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=jpg&name=800x419",
            "width": 800
          }
        }
      },
      {
        "key": "thumbnail_image_small",
        "value": {
          "image_value": {
            "height": 78,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=jpg&name=144x144",
            "width": 144
          }
        }
      },
      {
        "key": "thumbnail_image_x_large",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=png&name=2048x2048_2_exp",
            "width": 1200
          }
        }
      },
      {
        "key": "photo_image_full_size_original",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=jpg&name=orig",
            "width": 1200
          }
        }
      },
      {
        "key": "vanity_url",
        "value": {
          "scribe_key": "vanity_url",
          "string_value": "huggingface.co"
        }
      },
      {
        "key": "photo_image_full_size",
        "value": {
          "image_value": {
            "height": 314,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=jpg&name=600x314",
            "width": 600
          }
        }
      },
      {
        "key": "thumbnail_image_color",
        "value": {
          "image_color_value": {
            "palette": [
              {
                "percentage": 96.66,
                "rgb": {
                  "blue": 244,
                  "green": 250,
                  "red": 255
                }
              },
              {
                "percentage": 2.42,
                "rgb": {
                  "blue": 106,
                  "green": 135,
                  "red": 201
                }
              },
              {
                "percentage": 0.4,
                "rgb": {
                  "blue": 164,
                  "green": 195,
                  "red": 233
                }
              },
              {
                "percentage": 0.25,
                "rgb": {
                  "blue": 38,
                  "green": 197,
                  "red": 253
                }
              },
              {
                "percentage": 0.19,
                "rgb": {
                  "blue": 31,
                  "green": 71,
                  "red": 173
                }
              }
            ]
          }
        }
      },
      {
        "key": "title",
        "value": {
          "string_value": "TorchAO Quantized gemma-3-it - a pytorch Collection"
        }
      },
      {
        "key": "summary_photo_image_color",
        "value": {
          "image_color_value": {
            "palette": [
              {
                "percentage": 96.66,
                "rgb": {
                  "blue": 244,
                  "green": 250,
                  "red": 255
                }
              },
              {
                "percentage": 2.42,
                "rgb": {
                  "blue": 106,
                  "green": 135,
                  "red": 201
                }
              },
              {
                "percentage": 0.4,
                "rgb": {
                  "blue": 164,
                  "green": 195,
                  "red": 233
                }
              },
              {
                "percentage": 0.25,
                "rgb": {
                  "blue": 38,
                  "green": 197,
                  "red": 253
                }
              },
              {
                "percentage": 0.19,
                "rgb": {
                  "blue": 31,
                  "green": 71,
                  "red": 173
                }
              }
            ]
          }
        }
      },
      {
        "key": "summary_photo_image_x_large",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=png&name=2048x2048_2_exp",
            "width": 1200
          }
        }
      },
      {
        "key": "summary_photo_image",
        "value": {
          "image_value": {
            "height": 314,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=jpg&name=600x314",
            "width": 600
          }
        }
      },
      {
        "key": "photo_image_full_size_color",
        "value": {
          "image_color_value": {
            "palette": [
              {
                "percentage": 96.66,
                "rgb": {
                  "blue": 244,
                  "green": 250,
                  "red": 255
                }
              },
              {
                "percentage": 2.42,
                "rgb": {
                  "blue": 106,
                  "green": 135,
                  "red": 201
                }
              },
              {
                "percentage": 0.4,
                "rgb": {
                  "blue": 164,
                  "green": 195,
                  "red": 233
                }
              },
              {
                "percentage": 0.25,
                "rgb": {
                  "blue": 38,
                  "green": 197,
                  "red": 253
                }
              },
              {
                "percentage": 0.19,
                "rgb": {
                  "blue": 31,
                  "green": 71,
                  "red": 173
                }
              }
            ]
          }
        }
      },
      {
        "key": "photo_image_full_size_x_large",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=png&name=2048x2048_2_exp",
            "width": 1200
          }
        }
      },
      {
        "key": "card_url",
        "value": {
          "scribe_key": "card_url",
          "string_value": "https://t.co/hAEeQuqSIL"
        }
      },
      {
        "key": "summary_photo_image_original",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2011872021664124928/2Dj0DHJN?format=jpg&name=orig",
            "width": 1200
          }
        }
      }
    ],
    "card_platform": {
      "platform": {
        "audience": {
          "name": "production"
        },
        "device": {
          "name": "iPhone",
          "version": "13"
        }
      }
    },
    "name": "summary_large_image",
    "url": "https://t.co/hAEeQuqSIL",
    "user_refs_results": [
      {
        "rest_id": "778764142412984320",
        "result": {
          "__typename": "User",
          "action_counts": {
            "favorites_count": 8749
          },
          "avatar": {
            "image_url": "https://pbs.twimg.com/profile_images/1991559933473497089/mbrRS49P_normal.jpg"
          },
          "banner": {
            "image_url": "https://pbs.twimg.com/profile_banners/778764142412984320/1731533786"
          },
          "core": {
            "created_at": "Thu Sep 22 01:13:35 +0000 2016",
            "name": "Hugging Face",
            "screen_name": "huggingface"
          },
          "dm_permissions": {
            "can_dm": true
          },
          "exclusive_tweet_following": false,
          "identity_profile_labels_highlighted_label": {},
          "location": {
            "location": "NYC and Paris and 🌏"
          },
          "media_permissions": {
            "can_media_tag": true
          },
          "notifications_settings": {},
          "pinned_items": {},
          "privacy": {},
          "private_super_following": false,
          "profile_bio": {
            "description": "The AI community building the future. https://t.co/TpiXQMQ9rZ",
            "entities": {
              "description": {
                "urls": [
                  {
                    "display_url": "hf.co/careers",
                    "expanded_url": "http://hf.co/careers",
                    "indices": [
                      38,
                      61
                    ],
                    "url": "https://t.co/TpiXQMQ9rZ"
                  }
                ]
              },
              "url": {
                "urls": [
                  {
                    "display_url": "huggingface.co",
                    "expanded_url": "https://huggingface.co",
                    "indices": [
                      0,
                      23
                    ],
                    "url": "https://t.co/A337WqHDnG"
                  }
                ]
              }
            }
          },
          "profile_metadata": {
            "profile_interstitial_type": "",
            "profile_link_color": "1DA1F2"
          },
          "profile_translation": {
            "translator_type_enum": "None"
          },
          "properties": {
            "has_extended_profile": false
          },
          "relationship_counts": {
            "followers": 608147,
            "following": 216
          },
          "relationship_perspectives": {},
          "rest_id": "778764142412984320",
          "super_follow_eligible": false,
          "super_followed_by": false,
          "super_following": false,
          "tweet_counts": {
            "media_tweets": 459,
            "tweets": 12883
          },
          "website": {
            "url": "https://t.co/A337WqHDnG"
          },
          "verification": {
            "is_blue_verified": true
          }
        }
      }
    ]
  },
  "place": {},
  "entities": {
    "hashtags": [
      {
        "indices": [
          587,
          591
        ],
        "text": "LLM"
      },
      {
        "indices": [
          592,
          600
        ],
        "text": "PyTorch"
      },
      {
        "indices": [
          601,
          609
        ],
        "text": "TorchAO"
      },
      {
        "indices": [
          610,
          621
        ],
        "text": "ExecuTorch"
      },
      {
        "indices": [
          622,
          627
        ],
        "text": "VLLM"
      },
      {
        "indices": [
          628,
          641
        ],
        "text": "Quantization"
      },
      {
        "indices": [
          642,
          649
        ],
        "text": "Gemma3"
      },
      {
        "indices": [
          650,
          662
        ],
        "text": "HuggingFace"
      },
      {
        "indices": [
          663,
          670
        ],
        "text": "EdgeAI"
      }
    ],
    "urls": [
      {
        "display_url": "hubs.la/Q03-_LNX0",
        "expanded_url": "https://hubs.la/Q03-_LNX0",
        "indices": [
          562,
          585
        ],
        "url": "https://t.co/hAEeQuqSIL"
      }
    ]
  },
  "quoted_tweet": null,
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "article": null
}