Our male tester reported that he found Gregory’s proprietary ventilated suspension provided great airflow across his back and held less sweat during hot hikes. Overall, the shoulder straps, chest strap and hip belt kept the heavy load comfortable hiking uphill and downhill, and I didn’t feel any pressure points. The hip belt is contoured, with decent padding, and when I hiked with the bag fully loaded, the belt sat very comfortably on my wide hips. The chest strap uses a magnetic buckle that takes a minute to get used to, but this design is being used more and more on outdoor gear, so I feel like it’ll become commonplace and intuitive after a few hikes. Gregory has been making hiking backpacks for decades, so it’s no surprise the frames of the Citro 24 H2O and the Juno 24 H2O are very wisely constructed: The shoulders of the June 24 H2O were very comfortable, with great padding and a female-specific curvature that you don’t see on unisex packs. The design also features cinching straps to hold your hiking poles when you don’t need them.Ĭhest and hip straps dial in the fit and comfort on the Juno 24 H2O. On the many, many hikes I’ve taken over the years, hip belt pockets are one of the best features of a well-made daypack, as they allow you to store a phone, chapstick and doggie waste bags for quick access without having to take your pack off. This pack even has two zippered pockets on its hip belt that are big enough to hold an iPhone. It also has two mesh pockets, one on either side, that can hold a skinny water bottle if you don’t feel like filling up the hydration reservoir on shorter hikes. The top of the pack has a padded, zippered pocket that’s ideal for fragile accessories like sunglasses or camera lenses and a medium-sized mesh pocket that clips shut, which is great for sunscreen, trail maps, dog bowls or anything else you need to secure but keep handy. Then, this daypack has a ton of external storage. (And with 24 liters’ worth of stuff, this is more helpful than you might think.) That compartment is also thoughtfully designed, with a durable zipper that goes all the way down one side so you can get to the gear at the bottom without having to root around or pull top layers out. The Gregory Juno 24 H20 (and the accompanying men’s Citro 24 H20) is the perfect mid-capacity daypack: It can hold 24 liters’ worth of supplies, mostly in its large, single internal compartment.
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The DXF File or Drawing Exchange Formats is a type of graphics image format, initially developed in 1982 by Autodesk. %timeit sum_matrix_sparse_np(x_row_np, x_col_np, x_val_np) Sum_matrix_sparse_np(x_row_np, x_col_np, x_val_np) # Here you could use i and j in your real code as well of course X_val_np = sum_matrix_sparse_np(rows, cols, vals): Here is an example using 3 arrays, but maybe one could also use a single “structured array”, if that feels more natural, and it could be even faster. Putting the same exact rows/cols/values into tuples in a list just makes the data structure more complex than required. However, I think you don’t really need a list here, it is perfectly fine to pass the numpy arrays for cols rows and values into a function and iterate over them directly. This is probably made even worse by how this may affect memory caching in the CPU. A list will always require jumping through possibly non sequential memory and will have one or more levels of indirection, meaning the computer first needs to find the address where a value is stored before it can find the value. And that is not due to numba, but simply due to how list and arrays usually work on the hardware level.Īrray memory is normally sequential which means the computer can jump directly to a known memory address and read the value. Hi think you will never see a conventional list perform as fast as an array. Is there a better / faster way of using read-only Python lists (or even a list of tuples) with Numba jit than I have done above? Will eventually run just as fast with Python lists as Numpy arrays, so I can use a Python list or even a Python list of tuples directly with my Numba jit functions? Or will it most likely always be much faster to pass Numpy arrays to Numba jit functions? It seems that in the current version of Numba (0.54.1), the fastest method by far, is to pass Numpy arrays instead of Python lists to Numba jit functions. # This is very fast when using separate Numpy arrays as the arguments. %timeit sum_matrix_sparse2(x_col_list=x_col_np, x_row_list=x_row_np, x_val_list=x_val_np) # This runs without a warning but is much slower than 'sum_matrix_dense()'. %timeit sum_matrix_sparse2(x_col_list=(x_col_list), x_row_list=(x_row_list), x_val_list=(x_val_list)) # 5.69 ms ± 2.14 ms per loop (mean ± std. # 'x_col_list' of function 'sum_matrix_sparse2'. %timeit sum_matrix_sparse2(x_col_list=x_col_list, x_row_list=x_row_list, x_val_list=x_val_list) of 7 runs, 1000 loops sum_matrix_sparse2(x_col_list, x_row_list, x_val_list): # This runs without warnings but is much slower than 'sum_matrix_dense()'. %timeit sum_matrix_sparse1(x_list_tup=(x_list_tup)) # 24.7 ms ± 1.58 ms per loop (mean ± std. # 'x_list_tup' of function 'sum_matrix_sparse1'. %timeit sum_matrix_sparse1(x_list_tup=x_list_tup) # but in my real use-case I need those as well. # This is a bit contrived because the indices i and j are ignored, of 7 runs, 100000 loops sum_matrix_sparse1(x_list_tup): X_list_tup = list(zip(x_col_list, x_row_list, sum_matrix_dense(x): # Convert to a list of tuples, which is the format I prefer in my use-case. # Numpy arrays for the column and row indices, and the matrix values. # Convert the sparse matrix to a dense matrix. X_sparse = (n, n, density=0.1, format='coo') # Generate a sparse matrix with random elements. This does not seem to be supported very well in Numba as it runs very slowly.īelow is a somewhat contrived example which just sums all the elements of a sparse matrix and could therefore ignore the coordinates for the sparse matrix, but my actual problem needs to use the coordinates of the sparse matrix as well. In my actual use-case I have made a function that operates on a sparse matrix, whose elements are defined in a list of tuples like this: where the iX and jX are integer-values for the coordinates into the sparse matrix and vX are the float values for the matrix-elements at those coordinates. The slowest is to use the new and experimental. The fastest method by far is passing a Numpy array. # scheduled for deprecation: type 'reflected list' found for argument # NumbaPendingDeprecationWarning: Encountered the use of a type that is Let me first show the problem with a simple example, where we just sum all the elements of a list: # Number of elements in the list. My question relates to the best practices of passing read-only Python lists to Numba jit functions. Thanks for making Numba, I am a big fan! I’ve got the Numba fan-poster, t-shirt, cap, underwear and everything, even my bed-sheets say Numba! (OK, that’s not really true, but it could be!) Future is coming!Ĭreated in 2008, BulkyPix is an international digital entertainment provider based in Paris and San Francisco. Brain is only part of a slightly more complex organism. 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