✅ Streamlined computation for LazyUDFs
✅ Upload LazyUDFs for server-side execution in Caterva2
And as another consequence, Numba can now be integrated into your Blosc2 LazyUDF workflow very easily!
✅ Streamlined computation for LazyUDFs
✅ Upload LazyUDFs for server-side execution in Caterva2
And as another consequence, Numba can now be integrated into your Blosc2 LazyUDF workflow very easily!
Find some surprising answers 👉 www.blosc.org/posts/roofli...
During the walk, I'm also introducing a funny anecdote back when NumPy was a 👶
Enjoy!
#Blosc2 #HPC #NumPy #Numexpr
Find some surprising answers 👉 www.blosc.org/posts/roofli...
During the walk, I'm also introducing a funny anecdote back when NumPy was a 👶
Enjoy!
#Blosc2 #HPC #NumPy #Numexpr
See how to move ➡️ , copy ©️ and perform other file management operations easily from the prompt box!
Stop downloading, start doing! 🔨
See how to move ➡️ , copy ©️ and perform other file management operations easily from the prompt box!
Stop downloading, start doing! 🔨
Don't miss out! Use the coupon code BLACKFRIDAY to get a generous 50% OFF your first order on Cat2Cloud. 💰
This offer is valid until Cyber Monday (Dec 1st), so don't delay! ⏳
Get it today! 👉 ironarray.io/pricing
Don't miss out! Use the coupon code BLACKFRIDAY to get a generous 50% OFF your first order on Cat2Cloud. 💰
This offer is valid until Cyber Monday (Dec 1st), so don't delay! ⏳
Get it today! 👉 ironarray.io/pricing
Cat2Cloud's most exciting feature: 𝗿𝗲𝗺𝗼𝘁𝗲 𝗷𝘂𝗽𝘆𝘁𝗲𝗿 𝗻𝗼𝘁𝗲𝗯𝗼𝗼𝗸𝘀!
☁️ cloud-based computation
☁️ cloud-hosted data
☁️ cloud-hosted jupyter notebooks!
⚡No environment headaches, no waiting for computations - all in a seamless interface from the browser!
Cat2Cloud's most exciting feature: 𝗿𝗲𝗺𝗼𝘁𝗲 𝗷𝘂𝗽𝘆𝘁𝗲𝗿 𝗻𝗼𝘁𝗲𝗯𝗼𝗼𝗸𝘀!
☁️ cloud-based computation
☁️ cloud-hosted data
☁️ cloud-hosted jupyter notebooks!
⚡No environment headaches, no waiting for computations - all in a seamless interface from the browser!
With Cat2Cloud released this week we continue our 💊ironPill series with another video, showing you how to browse your cloud-hosted data ☁️ in the bespoke web client!
Visualise and manage all kinds of data formats - from arrays to jpgs 🖼️, markdown to PDFs 📄 !
With Cat2Cloud released this week we continue our 💊ironPill series with another video, showing you how to browse your cloud-hosted data ☁️ in the bespoke web client!
Visualise and manage all kinds of data formats - from arrays to jpgs 🖼️, markdown to PDFs 📄 !
Blosc2 is part of the NumPy array library ecosystem: numpy.org
In v3.11, Blosc2 has become even more flexible; all functions can accept basically any array object:
𝚋𝚕𝚘𝚜𝚌𝟸.𝚖𝚊𝚝𝚖𝚞𝚕(𝙰, 𝙱)
for 𝙰, 𝙱 PyTorch, Jax, Tensorflow, Zarr... arrays!
#Compute
#Tensor
#PyTorch
See how Blosc2 powers heavy-duty linear algebra (100GB!) workflows
⚡1.5-2x faster than PyTorch + h5py!
🧱 optimised chunking for your cache hierarchy
🐍 one line syntax 𝚋𝚕𝚘𝚜𝚌𝟸.𝚖𝚊𝚝𝚖𝚞𝚕(𝙰, 𝙱, 𝚞𝚛𝚕𝚙𝚊𝚝𝚑='𝚘𝚞𝚝.𝚋𝟸𝚗𝚍')
See blog here: ironarray.io/blog/la-blosc
#Blosc2
#Data
#LinearAlgebra
See how Blosc2 powers heavy-duty linear algebra (100GB!) workflows
⚡1.5-2x faster than PyTorch + h5py!
🧱 optimised chunking for your cache hierarchy
🐍 one line syntax 𝚋𝚕𝚘𝚜𝚌𝟸.𝚖𝚊𝚝𝚖𝚞𝚕(𝙰, 𝙱, 𝚞𝚛𝚕𝚙𝚊𝚝𝚑='𝚘𝚞𝚝.𝚋𝟸𝚗𝚍')
See blog here: ironarray.io/blog/la-blosc
#Blosc2
#Data
#LinearAlgebra
Blosc2 calculates Fourier approximations:
⚡5x faster than NumPy
👣 fraction of the memory footprint
🐍 one-line syntax 𝚜𝚞𝚖(𝚊 * 𝚌𝚘𝚜(𝚝) + 𝚋 * 𝚜𝚒𝚗(𝚝), 𝚊𝚡𝚒𝚜=𝟷)
Full notebook: github.com/Blosc/python...
(inspiration: towardsdatascience.com/numexpr-the-...)
#Blosc2
#Data
#SignalProcessing
Blosc2 calculates Fourier approximations:
⚡5x faster than NumPy
👣 fraction of the memory footprint
🐍 one-line syntax 𝚜𝚞𝚖(𝚊 * 𝚌𝚘𝚜(𝚝) + 𝚋 * 𝚜𝚒𝚗(𝚝), 𝚊𝚡𝚒𝚜=𝟷)
Full notebook: github.com/Blosc/python...
(inspiration: towardsdatascience.com/numexpr-the-...)
#Blosc2
#Data
#SignalProcessing
Lazy evaluation for ALL Blosc2 functions in version 3.10!
Blosc2 powers:
- Zarr/HDF5 computations (see image and blosc.org/posts/tensor...)
- Server compuation via Cat2Cloud (demo site here cat2.cloud/demo/)!
#Zarr
#HDF5
#Python
Lazy evaluation for ALL Blosc2 functions in version 3.10!
Blosc2 powers:
- Zarr/HDF5 computations (see image and blosc.org/posts/tensor...)
- Server compuation via Cat2Cloud (demo site here cat2.cloud/demo/)!
#Zarr
#HDF5
#Python
Blosc2 as a mature computation engine >>>
• Array API standard compliance - 70 new functions
• Fast linalg: tensordot 12x 𝐅𝐀𝐒𝐓𝐄𝐑 than NumPy for large arrays !
• Fast calc: Funcs like hypot 10x 𝐅𝐀𝐒𝐓𝐄𝐑 than NumPy!
Blog: ironarray.io/blog/array-api
#Python
#linalg
#computation
Blosc2 as a mature computation engine >>>
• Array API standard compliance - 70 new functions
• Fast linalg: tensordot 12x 𝐅𝐀𝐒𝐓𝐄𝐑 than NumPy for large arrays !
• Fast calc: Funcs like hypot 10x 𝐅𝐀𝐒𝐓𝐄𝐑 than NumPy!
Blog: ironarray.io/blog/array-api
#Python
#linalg
#computation
A step closer to compliance with the array-api standard: data-apis.org/array-api!
This is an effort across all array-based libraries so that your code works (e.g. for both blosc2 and NumPy) by simply changing the import statement below!
#arrayapi #Blosc2
A step closer to compliance with the array-api standard: data-apis.org/array-api!
This is an effort across all array-based libraries so that your code works (e.g. for both blosc2 and NumPy) by simply changing the import statement below!
#arrayapi #Blosc2
A step closer to compliance with the array-api standard: data-apis.org/array-api!
This is an effort across all array-based libraries so that your code works (e.g. for both blosc2 and NumPy) by simply changing the import statement below!
#arrayapi #Blosc2
A step closer to compliance with the array-api standard: data-apis.org/array-api!
This is an effort across all array-based libraries so that your code works (e.g. for both blosc2 and NumPy) by simply changing the import statement below!
#arrayapi #Blosc2
Fancy indexing is like a wild animal difficult to tame, but in this particular case he did an outstanding work at it! 👏
¡Unlock new levels of data manipulation with #Blosc2! 🚀
We've tamed the complexity of fancy indexing to make it intuitive, efficient, and consistent with NumPy's behavior.
👉 www.blosc.org/posts/blosc2...
Enjoy
#Python #DataScience #BigData #NumPy #Performance
Fancy indexing is like a wild animal difficult to tame, but in this particular case he did an outstanding work at it! 👏
Combine massive arrays quickly and with minimal memory. If your array chunks are aligned, it's even faster! Perfect for big data tasks.
Check out our blog post: www.blosc.org/posts/blosc2...
Compress Better, Compute Bigger
Combine massive arrays quickly and with minimal memory. If your array chunks are aligned, it's even faster! Perfect for big data tasks.
Check out our blog post: www.blosc.org/posts/blosc2...
Compress Better, Compute Bigger
This makes it ideal for structured datasets for Data Science 🧪. See 👀 what Caterva2 can do !-> ironarray.io/caterva2.
#DataScience #Python
This makes it ideal for structured datasets for Data Science 🧪. See 👀 what Caterva2 can do !-> ironarray.io/caterva2.
#DataScience #Python
Make NDArrays Transposition Fast (and Compressed!) in #Blosc2 🚀
www.blosc.org/posts/optimi...
Great work Ricardo! 🎉
#Compression #LinearAlgebra #Optimization #DataScience
Compress Better, Compute Faster 😀
Make NDArrays Transposition Fast (and Compressed!) in #Blosc2 🚀
www.blosc.org/posts/optimi...
Great work Ricardo! 🎉
#Compression #LinearAlgebra #Optimization #DataScience
Compress Better, Compute Faster 😀
Make NDArrays Transposition Fast (and Compressed!) in #Blosc2 🚀
I dive into optimizing matrix transposition using smart chunk layouts — and how Blosc2 can rival NumPy's speed with compression included.
Compress Better, Compute Faster 😄
Make NDArrays Transposition Fast (and Compressed!) in #Blosc2 🚀
I dive into optimizing matrix transposition using smart chunk layouts — and how Blosc2 can rival NumPy's speed with compression included.
Compress Better, Compute Faster 😄
We connect the Single Source of Truth (SSoT) concept to lazy expressions and Cat2Cloud's powerful append.
We also see how to seamlessly switch between notebooks and the web client.
Full video : ironarray.wistia.com/medias/4uept...
Find out more: ironarray.io/cat2cloud
We connect the Single Source of Truth (SSoT) concept to lazy expressions and Cat2Cloud's powerful append.
We also see how to seamlessly switch between notebooks and the web client.
Full video : ironarray.wistia.com/medias/4uept...
Find out more: ironarray.io/cat2cloud
**Optimize your data analysis pipelines** using **lazy expressions** in Jupyter Notebooks. 📊✨
Seamlessly combine **local 🖥️ and remote 🌐 data processing** 💾⚡
👉 Full video ironarray.io/cat2cloud
**Optimize your data analysis pipelines** using **lazy expressions** in Jupyter Notebooks. 📊✨
Seamlessly combine **local 🖥️ and remote 🌐 data processing** 💾⚡
👉 Full video ironarray.io/cat2cloud
In this third video, we explore lazy expressions 😴 using the Cat2Cloud web client. 🌐
💡 Lazy expressions decompress and compute data only when needed, saving resources!
👉 Try it: cat2.cloud/demo
🔗 ironarray.io/cat2cloud 👀
#compression #datascience
In this third video, we explore lazy expressions 😴 using the Cat2Cloud web client. 🌐
💡 Lazy expressions decompress and compute data only when needed, saving resources!
👉 Try it: cat2.cloud/demo
🔗 ironarray.io/cat2cloud 👀
#compression #datascience
In this third video, we explore lazy expressions 😴 using the Cat2Cloud web client. 🌐
💡 Lazy expressions decompress and compute data only when needed, saving resources!
👉 Try it: cat2.cloud/demo
🔗 ironarray.io/cat2cloud 👀
#compression #datascience
Follow the video interactively with: github.com/ironArray/Ca...
Welcome to the team, Luke!
Follow the video interactively with: github.com/ironArray/Ca...
Welcome to the team, Luke!
Optimise file transfer ⚡ and access for server-hosted data 📅 with cat2cloud's compression-first framework. Minimise transfer times/storage requirements!
More -> ironarray.io/cat2cloud!
Optimise file transfer ⚡ and access for server-hosted data 📅 with cat2cloud's compression-first framework. Minimise transfer times/storage requirements!
More -> ironarray.io/cat2cloud!