[WIP] Fix wrong example paths in README.md (#444)

* Fix wrong example paths

* correct dataloading wrong condition in Readme

README.md

@@ -130,7 +130,7 @@ class CoolSystem(pl.LightningModule):
     @pl.data_loader
     def test_dataloader(self):
         # OPTIONAL
-        return DataLoader(MNIST(os.getcwd(), train=True, download=True, transform=transforms.ToTensor()), batch_size=32)
+        return DataLoader(MNIST(os.getcwd(), train=False, download=True, transform=transforms.ToTensor()), batch_size=32)
 ```
 2. Fit with a [trainer](https://williamfalcon.github.io/pytorch-lightning/Trainer/)    
 ```python
@@ -340,7 +340,7 @@ Lightning also adds a text column with all the hyperparameters for this experime
 - [GAN](https://github.com/williamFalcon/pytorch-lightning/tree/master/pl_examples/domain_templates/gan.py)    
 - [MNIST](https://github.com/williamFalcon/pytorch-lightning/tree/master/pl_examples/basic_examples)      
 - [Other projects using Lightning](https://github.com/williamFalcon/pytorch-lightning/network/dependents?package_id=UGFja2FnZS0zNzE3NDU4OTM%3D)    
-- [Multi-node](https://github.com/williamFalcon/pytorch-lightning/tree/master/examples/multi_node_examples)   
+- [Multi-node](https://github.com/williamFalcon/pytorch-lightning/tree/master/pl_examples/multi_node_examples)   
 
 ## Tutorials   
 - [Basic Lightning use](https://towardsdatascience.com/supercharge-your-ai-research-with-pytorch-lightning-337948a99eec)    

docs/Trainer/Distributed training.md

@@ -208,7 +208,7 @@ Instead of manually building SLURM scripts, you can use the [SlurmCluster object
 do this for you. The SlurmCluster can also run a grid search if you pass in a [HyperOptArgumentParser](https://williamfalcon.github.io/test-tube/hyperparameter_optimization/HyperOptArgumentParser/).
 
 Here is an example where you run a grid search of 9 combinations of hyperparams.
-[The full examples are here](https://github.com/williamFalcon/pytorch-lightning/tree/master/examples/new_project_templates/multi_node_examples).
+[The full examples are here](https://github.com/williamFalcon/pytorch-lightning/tree/master/pl_examples/new_project_templates/multi_node_examples).
 ```python
 # grid search 3 values of learning rate and 3 values of number of layers for your net
 # this generates 9 experiments (lr=1e-3, layers=16), (lr=1e-3, layers=32), (lr=1e-3, layers=64), ... (lr=1e-1, layers=64)

docs/examples/Examples.md

@@ -1,9 +1,9 @@
 ### Template model definition
-In 99% of cases you want to just copy [one of the examples](https://github.com/williamFalcon/pytorch-lightning/tree/master/examples) to start a new lightningModule and change the core of what your model is actually trying to do.
+In 99% of cases you want to just copy [one of the examples](https://github.com/williamFalcon/pytorch-lightning/tree/master/pl_examples) to start a new lightningModule and change the core of what your model is actually trying to do.
 
 ```bash
 # get a copy of the module template
-wget https://raw.githubusercontent.com/williamFalcon/pytorch-lightning/master/examples/new_project_templates/lightning_module_template.py
+wget https://raw.githubusercontent.com/williamFalcon/pytorch-lightning/master/pl_examples/new_project_templates/lightning_module_template.py
 ```
 
 ---    

docs/index.md

@@ -60,8 +60,8 @@ Notice a few things about this flow:
 ###### Templates 
 1. [MNIST LightningModule](https://williamfalcon.github.io/pytorch-lightning/LightningModule/RequiredTrainerInterface/#minimal-example) 
 2. [Trainer](https://williamfalcon.github.io/pytorch-lightning/Trainer/)
-    - [Basic CPU, GPU Trainer Template](https://github.com/williamFalcon/pytorch-lightning/tree/master/examples/basic_examples) 
-    - [GPU cluster Trainer Template](https://github.com/williamFalcon/pytorch-lightning/tree/master/examples/multi_node_examples)
+    - [Basic CPU, GPU Trainer Template](https://github.com/williamFalcon/pytorch-lightning/tree/master/pl_examples/basic_examples)
+    - [GPU cluster Trainer Template](https://github.com/williamFalcon/pytorch-lightning/tree/master/pl_examples/multi_node_examples)
 
 ###### Docs shortcuts
 - [LightningModule](LightningModule/RequiredTrainerInterface/)