diff --git a/INSTALL.md b/INSTALL.md
index ecc915ad..1202df08 100644
--- a/INSTALL.md
+++ b/INSTALL.md
@@ -87,9 +87,9 @@ pip install pytorch3d
 We have prebuilt wheels with CUDA for Linux for PyTorch 1.10.0, for each of the CUDA versions that they support,
 for Python 3.7, 3.8 and 3.9.
 These are installed in a special way.
-For example, to install for Python 3.8, PyTorch 1.9.0 and CUDA 10.2
+For example, to install for Python 3.8, PyTorch 1.10.0 and CUDA 10.2
 ```
-pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/py38_cu102_pyt1100/download.html
+pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/py38_cu102_pyt1100/download.html
 ```
 
 In general, from inside IPython, or in Google Colab or a jupyter notebook, you can install with
@@ -102,7 +102,7 @@ version_str="".join([
     torch.version.cuda.replace(".",""),
     f"_pyt{pyt_version_str}"
 ])
-!pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html
+!pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html
 ```
 
 ## Building / installing from source.
diff --git a/docs/tutorials/bundle_adjustment.ipynb b/docs/tutorials/bundle_adjustment.ipynb
index bb6777ae..59bad817 100644
--- a/docs/tutorials/bundle_adjustment.ipynb
+++ b/docs/tutorials/bundle_adjustment.ipynb
@@ -97,7 +97,8 @@
     "            torch.version.cuda.replace(\".\",\"\"),\n",
     "            f\"_pyt{pyt_version_str}\"\n",
     "        ])\n",
-    "        !pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
+    "        !pip install fvcore iopath\n",
+    "        !pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
     "    else:\n",
     "        # We try to install PyTorch3D from source.\n",
     "        !curl -LO https://github.com/NVIDIA/cub/archive/1.10.0.tar.gz\n",
diff --git a/docs/tutorials/camera_position_optimization_with_differentiable_rendering.ipynb b/docs/tutorials/camera_position_optimization_with_differentiable_rendering.ipynb
index 4359b4a7..f3b66485 100644
--- a/docs/tutorials/camera_position_optimization_with_differentiable_rendering.ipynb
+++ b/docs/tutorials/camera_position_optimization_with_differentiable_rendering.ipynb
@@ -84,7 +84,8 @@
     "            torch.version.cuda.replace(\".\",\"\"),\n",
     "            f\"_pyt{pyt_version_str}\"\n",
     "        ])\n",
-    "        !pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
+    "        !pip install fvcore iopath\n",
+    "        !pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
     "    else:\n",
     "        # We try to install PyTorch3D from source.\n",
     "        !curl -LO https://github.com/NVIDIA/cub/archive/1.10.0.tar.gz\n",
diff --git a/docs/tutorials/dataloaders_ShapeNetCore_R2N2.ipynb b/docs/tutorials/dataloaders_ShapeNetCore_R2N2.ipynb
index 829e38ff..1110bdc4 100644
--- a/docs/tutorials/dataloaders_ShapeNetCore_R2N2.ipynb
+++ b/docs/tutorials/dataloaders_ShapeNetCore_R2N2.ipynb
@@ -59,7 +59,8 @@
     "            torch.version.cuda.replace(\".\",\"\"),\n",
     "            f\"_pyt{pyt_version_str}\"\n",
     "        ])\n",
-    "        !pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
+    "        !pip install fvcore iopath\n",
+    "        !pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
     "    else:\n",
     "        # We try to install PyTorch3D from source.\n",
     "        !curl -LO https://github.com/NVIDIA/cub/archive/1.10.0.tar.gz\n",
diff --git a/docs/tutorials/deform_source_mesh_to_target_mesh.ipynb b/docs/tutorials/deform_source_mesh_to_target_mesh.ipynb
index d6750f6e..172b0046 100644
--- a/docs/tutorials/deform_source_mesh_to_target_mesh.ipynb
+++ b/docs/tutorials/deform_source_mesh_to_target_mesh.ipynb
@@ -98,7 +98,8 @@
     "            torch.version.cuda.replace(\".\",\"\"),\n",
     "            f\"_pyt{pyt_version_str}\"\n",
     "        ])\n",
-    "        !pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
+    "        !pip install fvcore iopath\n",
+    "        !pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
     "    else:\n",
     "        # We try to install PyTorch3D from source.\n",
     "        !curl -LO https://github.com/NVIDIA/cub/archive/1.10.0.tar.gz\n",
diff --git a/docs/tutorials/fit_simple_neural_radiance_field.ipynb b/docs/tutorials/fit_simple_neural_radiance_field.ipynb
index 89d81b61..d74bbc6b 100644
--- a/docs/tutorials/fit_simple_neural_radiance_field.ipynb
+++ b/docs/tutorials/fit_simple_neural_radiance_field.ipynb
@@ -64,7 +64,8 @@
     "            torch.version.cuda.replace(\".\",\"\"),\n",
     "            f\"_pyt{pyt_version_str}\"\n",
     "        ])\n",
-    "        !pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
+    "        !pip install fvcore iopath\n",
+    "        !pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
     "    else:\n",
     "        # We try to install PyTorch3D from source.\n",
     "        !curl -LO https://github.com/NVIDIA/cub/archive/1.10.0.tar.gz\n",
diff --git a/docs/tutorials/fit_textured_mesh.ipynb b/docs/tutorials/fit_textured_mesh.ipynb
index ae4b0abb..e3a3bca0 100644
--- a/docs/tutorials/fit_textured_mesh.ipynb
+++ b/docs/tutorials/fit_textured_mesh.ipynb
@@ -76,7 +76,8 @@
     "            torch.version.cuda.replace(\".\",\"\"),\n",
     "            f\"_pyt{pyt_version_str}\"\n",
     "        ])\n",
-    "        !pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
+    "        !pip install fvcore iopath\n",
+    "        !pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
     "    else:\n",
     "        # We try to install PyTorch3D from source.\n",
     "        !curl -LO https://github.com/NVIDIA/cub/archive/1.10.0.tar.gz\n",
diff --git a/docs/tutorials/fit_textured_volume.ipynb b/docs/tutorials/fit_textured_volume.ipynb
index fcdf43d4..6c0938b0 100644
--- a/docs/tutorials/fit_textured_volume.ipynb
+++ b/docs/tutorials/fit_textured_volume.ipynb
@@ -55,7 +55,8 @@
     "            torch.version.cuda.replace(\".\",\"\"),\n",
     "            f\"_pyt{pyt_version_str}\"\n",
     "        ])\n",
-    "        !pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
+    "        !pip install fvcore iopath\n",
+    "        !pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
     "    else:\n",
     "        # We try to install PyTorch3D from source.\n",
     "        !curl -LO https://github.com/NVIDIA/cub/archive/1.10.0.tar.gz\n",
diff --git a/docs/tutorials/render_colored_points.ipynb b/docs/tutorials/render_colored_points.ipynb
index 0160afe1..c28c35ce 100644
--- a/docs/tutorials/render_colored_points.ipynb
+++ b/docs/tutorials/render_colored_points.ipynb
@@ -58,7 +58,8 @@
     "            torch.version.cuda.replace(\".\",\"\"),\n",
     "            f\"_pyt{pyt_version_str}\"\n",
     "        ])\n",
-    "        !pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
+    "        !pip install fvcore iopath\n",
+    "        !pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
     "    else:\n",
     "        # We try to install PyTorch3D from source.\n",
     "        !curl -LO https://github.com/NVIDIA/cub/archive/1.10.0.tar.gz\n",
diff --git a/docs/tutorials/render_densepose.ipynb b/docs/tutorials/render_densepose.ipynb
index a42410d9..910958c9 100644
--- a/docs/tutorials/render_densepose.ipynb
+++ b/docs/tutorials/render_densepose.ipynb
@@ -65,7 +65,8 @@
     "            torch.version.cuda.replace(\".\",\"\"),\n",
     "            f\"_pyt{pyt_version_str}\"\n",
     "        ])\n",
-    "        !pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
+    "        !pip install fvcore iopath\n",
+    "        !pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
     "    else:\n",
     "        # We try to install PyTorch3D from source.\n",
     "        !curl -LO https://github.com/NVIDIA/cub/archive/1.10.0.tar.gz\n",
diff --git a/docs/tutorials/render_textured_meshes.ipynb b/docs/tutorials/render_textured_meshes.ipynb
index 8d0c6b2a..8de61ba1 100644
--- a/docs/tutorials/render_textured_meshes.ipynb
+++ b/docs/tutorials/render_textured_meshes.ipynb
@@ -81,7 +81,8 @@
     "            torch.version.cuda.replace(\".\",\"\"),\n",
     "            f\"_pyt{pyt_version_str}\"\n",
     "        ])\n",
-    "        !pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
+    "        !pip install fvcore iopath\n",
+    "        !pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html\n",
     "    else:\n",
     "        # We try to install PyTorch3D from source.\n",
     "        !curl -LO https://github.com/NVIDIA/cub/archive/1.10.0.tar.gz\n",
diff --git a/packaging/linux_wheels/README.md b/packaging/linux_wheels/README.md
index a057e0bf..48580f2b 100644
--- a/packaging/linux_wheels/README.md
+++ b/packaging/linux_wheels/README.md
@@ -26,5 +26,5 @@ version_str="".join([
     torch.version.cuda.replace(".",""),
     f"_pyt{pyt_version_str}"
 ])
-!pip install pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html
+!pip install --no-index --no-cache-dir pytorch3d -f https://dl.fbaipublicfiles.com/pytorch3d/packaging/wheels/{version_str}/download.html
 ```