diff --git a/build/lib/gradio/__init__.py b/build/lib/gradio/__init__.py
index bc36d88ec7..b9ff55429c 100644
--- a/build/lib/gradio/__init__.py
+++ b/build/lib/gradio/__init__.py
@@ -1 +1,5 @@
 from gradio.interface import *  # This makes it possible to import `Interface` as `gradio.Interface`.
+import pkg_resources
+
+current_pkg_version = pkg_resources.require("gradio")[0].version
+__version__ = current_pkg_version
\ No newline at end of file
diff --git a/build/lib/gradio/inputs.py b/build/lib/gradio/inputs.py
index ae9d6e5b62..1a4d926b1d 100644
--- a/build/lib/gradio/inputs.py
+++ b/build/lib/gradio/inputs.py
@@ -588,7 +588,7 @@ class Image(InputComponent):
     def __init__(self, shape=None, image_mode='RGB', invert_colors=False, source="upload", tool="editor", type="numpy", label=None):
         '''
         Parameters:
-        shape (Tuple[int, int]): shape to crop and resize image to; if None, matches input image size.
+        shape (Tuple[int, int]): (width, height) shape to crop and resize image to; if None, matches input image size.
         image_mode (str): "RGB" if color, or "L" if black and white.
         invert_colors (bool): whether to invert the image as a preprocessing step.
         source (str): Source of image. "upload" creates a box where user can drop an image file, "webcam" allows user to take snapshot from their webcam, "canvas" defaults to a white image that can be edited and drawn upon with tools.
@@ -616,6 +616,7 @@ class Image(InputComponent):
     def get_template_context(self):
         return {
             "image_mode": self.image_mode,
+            "shape": self.shape,
             "source": self.source,
             "tool": self.tool,
             **super().get_template_context()
@@ -628,8 +629,7 @@ class Image(InputComponent):
             warnings.simplefilter("ignore")
             im = im.convert(self.image_mode)
         if self.shape is not None:
-            im = processing_utils.resize_and_crop(
-                im, (self.shape[0], self.shape[1]))
+            im = processing_utils.resize_and_crop(im, self.shape)
         if self.invert_colors:
             im = PIL.ImageOps.invert(im)
         if self.type == "pil":
@@ -667,6 +667,8 @@ class Image(InputComponent):
 
     def get_interpretation_neighbors(self, x):
         x = processing_utils.decode_base64_to_image(x)
+        if self.shape is not None:
+            x = processing_utils.resize_and_crop(x, self.shape)
         image = np.array(x)
         segments_slic = slic(image, self.interpretation_segments, compactness=10, sigma=1)
         leave_one_out_tokens, masks = [], []
@@ -686,6 +688,8 @@ class Image(InputComponent):
         (List[List[float]]): A 2D array representing the interpretation score of each pixel of the image.
         """
         x = processing_utils.decode_base64_to_image(x)
+        if self.shape is not None:
+            x = processing_utils.resize_and_crop(x, self.shape)
         x = np.array(x)
         output_scores = np.zeros((x.shape[0], x.shape[1]))
 
diff --git a/build/lib/gradio/static/js/gradio.js b/build/lib/gradio/static/js/gradio.js
index 438c15cf9e..f4592c69bd 100644
--- a/build/lib/gradio/static/js/gradio.js
+++ b/build/lib/gradio/static/js/gradio.js
@@ -51,8 +51,7 @@ function gradio(config, fn, target, example_file_path) {
       <button class="run_examples">Run All</button>
       <button class="load_prev">Load Previous <em>(CTRL + &larr;)</em></button>
       <button class="load_next">Load Next <em>(CTRL + &rarr;)</em></button>
-      <button class="order_similar">Order by Similarity</button>
-      <button class="view_embeddings">Plot Embeddings</button>
+      <button class="order_similar">Order by Similarity</em></button>
       <div class="pages invisible">Page:</div>
       <table>
       </table>
@@ -168,7 +167,7 @@ function gradio(config, fn, target, example_file_path) {
   }
   io_master.input_interfaces = input_interfaces;
   io_master.output_interfaces = output_interfaces;
-  target.find(".clear").click(function() {
+  function clear_all() {
     for (let input_interface of input_interfaces) {
       input_interface.clear();
     }
@@ -183,7 +182,8 @@ function gradio(config, fn, target, example_file_path) {
     target.find(".output_interfaces").css("opacity", 1);
     io_master.last_input = null;
     io_master.last_output = null;
-  });
+  }  
+  target.find(".clear").click(clear_all);
 
   if (!config["allow_screenshot"] && !config["allow_flagging"] && !config["allow_interpretation"]) {
     target.find(".screenshot, .record, .flag, .interpret").css("visibility", "hidden");
@@ -217,6 +217,7 @@ function gradio(config, fn, target, example_file_path) {
     }
   }
   function load_example(example_id) {
+    clear_all();
     for (let [i, value] of config["examples"][example_id].entries()) {
       input_interfaces[i].load_example(value);
     };
diff --git a/build/lib/gradio/static/js/interfaces/input/image.js b/build/lib/gradio/static/js/interfaces/input/image.js
index bced9f0f7f..ff1400f1e7 100644
--- a/build/lib/gradio/static/js/interfaces/input/image.js
+++ b/build/lib/gradio/static/js/interfaces/input/image.js
@@ -47,6 +47,7 @@ const image_input = {
   `,
   init: function(opts) {
     var io = this;
+    this.shape = opts.shape;
     this.source = opts.source;
     this.tool = opts.tool;
     if (this.tool == "select") {
@@ -200,7 +201,10 @@ const image_input = {
   show_interpretation: function(data) {
     if (this.target.find(".image_preview").attr("src")) {
       var img = this.target.find(".image_preview")[0];
-      var size = getObjectFitSize(true, img.width, img.height, img.naturalWidth, img.naturalHeight)
+      var size = getObjectFitSize(true, img.width, img.height, img.naturalWidth, img.naturalHeight);
+      if (this.shape) {
+        size = getObjectFitSize(true, size.width, size.height, this.shape[0], this.shape[1])
+      }
       var width = size.width;
       var height = size.height;
       this.target.find(".saliency_holder").removeClass("hide").html(`
diff --git a/gradio/__init__.py b/gradio/__init__.py
index bc36d88ec7..b9ff55429c 100644
--- a/gradio/__init__.py
+++ b/gradio/__init__.py
@@ -1 +1,5 @@
 from gradio.interface import *  # This makes it possible to import `Interface` as `gradio.Interface`.
+import pkg_resources
+
+current_pkg_version = pkg_resources.require("gradio")[0].version
+__version__ = current_pkg_version
\ No newline at end of file
diff --git a/gradio/inputs.py b/gradio/inputs.py
index fb19e55f02..87db94ea69 100644
--- a/gradio/inputs.py
+++ b/gradio/inputs.py
@@ -596,7 +596,7 @@ class Image(InputComponent):
     def __init__(self, shape=None, image_mode='RGB', invert_colors=False, source="upload", tool="editor", type="numpy", label=None):
         '''
         Parameters:
-        shape (Tuple[int, int]): shape to crop and resize image to; if None, matches input image size.
+        shape (Tuple[int, int]): (width, height) shape to crop and resize image to; if None, matches input image size.
         image_mode (str): "RGB" if color, or "L" if black and white.
         invert_colors (bool): whether to invert the image as a preprocessing step.
         source (str): Source of image. "upload" creates a box where user can drop an image file, "webcam" allows user to take snapshot from their webcam, "canvas" defaults to a white image that can be edited and drawn upon with tools.
@@ -624,6 +624,7 @@ class Image(InputComponent):
     def get_template_context(self):
         return {
             "image_mode": self.image_mode,
+            "shape": self.shape,
             "source": self.source,
             "tool": self.tool,
             **super().get_template_context()
@@ -636,8 +637,7 @@ class Image(InputComponent):
             warnings.simplefilter("ignore")
             im = im.convert(self.image_mode)
         if self.shape is not None:
-            im = processing_utils.resize_and_crop(
-                im, (self.shape[0], self.shape[1]))
+            im = processing_utils.resize_and_crop(im, self.shape)
         if self.invert_colors:
             im = PIL.ImageOps.invert(im)
         if self.type == "pil":
@@ -675,6 +675,8 @@ class Image(InputComponent):
 
     def get_interpretation_neighbors(self, x):
         x = processing_utils.decode_base64_to_image(x)
+        if self.shape is not None:
+            x = processing_utils.resize_and_crop(x, self.shape)
         image = np.array(x)
         segments_slic = slic(image, self.interpretation_segments, compactness=10, sigma=1)
         leave_one_out_tokens, masks = [], []
@@ -694,6 +696,8 @@ class Image(InputComponent):
         (List[List[float]]): A 2D array representing the interpretation score of each pixel of the image.
         """
         x = processing_utils.decode_base64_to_image(x)
+        if self.shape is not None:
+            x = processing_utils.resize_and_crop(x, self.shape)
         x = np.array(x)
         output_scores = np.zeros((x.shape[0], x.shape[1]))
 
diff --git a/gradio/static/js/gradio.js b/gradio/static/js/gradio.js
index 5a0acde121..9d7d71ed8d 100644
--- a/gradio/static/js/gradio.js
+++ b/gradio/static/js/gradio.js
@@ -172,7 +172,7 @@ function gradio(config, fn, target, example_file_path) {
   }
   io_master.input_interfaces = input_interfaces;
   io_master.output_interfaces = output_interfaces;
-  target.find(".clear").click(function() {
+  function clear_all() {
     for (let input_interface of input_interfaces) {
       input_interface.clear();
     }
@@ -187,7 +187,8 @@ function gradio(config, fn, target, example_file_path) {
     target.find(".output_interfaces").css("opacity", 1);
     io_master.last_input = null;
     io_master.last_output = null;
-  });
+  }  
+  target.find(".clear").click(clear_all);
 
   if (!config["allow_screenshot"] && !config["allow_flagging"] && !config["allow_interpretation"]) {
     target.find(".screenshot, .record, .flag, .interpret").css("visibility", "hidden");
@@ -221,6 +222,7 @@ function gradio(config, fn, target, example_file_path) {
     }
   }
   function load_example(example_id) {
+    clear_all();
     for (let [i, value] of config["examples"][example_id].entries()) {
       input_interfaces[i].load_example(value);
     };
diff --git a/gradio/static/js/interfaces/input/image.js b/gradio/static/js/interfaces/input/image.js
index bced9f0f7f..ff1400f1e7 100644
--- a/gradio/static/js/interfaces/input/image.js
+++ b/gradio/static/js/interfaces/input/image.js
@@ -47,6 +47,7 @@ const image_input = {
   `,
   init: function(opts) {
     var io = this;
+    this.shape = opts.shape;
     this.source = opts.source;
     this.tool = opts.tool;
     if (this.tool == "select") {
@@ -200,7 +201,10 @@ const image_input = {
   show_interpretation: function(data) {
     if (this.target.find(".image_preview").attr("src")) {
       var img = this.target.find(".image_preview")[0];
-      var size = getObjectFitSize(true, img.width, img.height, img.naturalWidth, img.naturalHeight)
+      var size = getObjectFitSize(true, img.width, img.height, img.naturalWidth, img.naturalHeight);
+      if (this.shape) {
+        size = getObjectFitSize(true, size.width, size.height, this.shape[0], this.shape[1])
+      }
       var width = size.width;
       var height = size.height;
       this.target.find(".saliency_holder").removeClass("hide").html(`