ZEN2 | The enhanced version of ZEN | Object-Relational Mapping library
kandi X-RAY | ZEN2 Summary
kandi X-RAY | ZEN2 Summary
The enhanced version of ZEN, larger and more powerful.
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Top functions reviewed by kandi - BETA
- Train model
- Convert examples to features
- Performs a single step
- Perform a single step
- Create a pre - trained model from a pretrained model
- Create a ZenConfig from a dict
- Create an instance from a json file
- Run prediction
- Evaluate prediction
- Calculate MRC score
- Load a pre - trained model from a pre - trained model
- Perform the forward computation
- Compute the embedding
- Get learning rate multiplier
- Save a pre - trained model
- Prune hidden heads
- Step the optimizer
- Returns a list of dev examples
- Get train examples from the data directory
- Return a list of dev examples
- Read dev files
- Returns test examples
- Get test examples
- Get train examples
- Returns a list of test examples
- Reads the train examples
- Creates test examples
- Reads train examples from data directory
- Returns a list of train examples
- Get dev examples from a directory
- Reads and returns train examples
- Loads train examples from data directory
- Extract dev examples
- Create test examples
- Load train examples from the given directory
- Get dev examples
- Returns train examples
ZEN2 Key Features
ZEN2 Examples and Code Snippets
Community Discussions
Trending Discussions on ZEN2
QUESTION
I heard that the CYCLE of push
is only 1 and there is some special process in processors that are designed for push
which makes it special and instead of doing this:
ANSWER
Answered 2020-Apr-05 at 14:16It's a store, of course it doesn't have single-cycle latency for the data. It is a single uop for the front-end, but uops.info unfortunately shows back-end uop count, not fused-domain, in their table.
The numbers for push
are very similar to the numbers for mov (m64, r64)
, including latency and uops, e.g. latency listed as [≤2;≤10]
for SKX.
the CYCLE of push is only 1
This doesn't even make sense. The cost model for superscalar out-of-order CPUs isn't 1 dimensional. You can't just get 1 number for each instruction and add them up to find a total cost. See @BeeOnRope's answer to How many CPU cycles are needed for each assembly instruction?
The common bottlenecks (other than memory and branch misses) are front-end throughput, back-end ports, and latency.
and there is some special process in processors that are designed for push which makes it special
The effective latency for modifying the stack pointer is zero, thanks to the stack engine.
It's so special that https://uops.info/ doesn't even try to measure RSP->RSP latency the way they measure other instructions. Stack-sync uops would complicate that.
e.g. from the SKX latency results test details, you can see that they only tested latency from register input to reloading memory, never anything for the RSP operand itself except as part of chaining a reload of [rsp]
back into a dependency chain for RSP for the next push
.
- Operand 1 (r): Register (RAX, RCX, RDX, RBX, RSP, RBP, RSI, RDI, R8, R9, R10, R11, R12, R13, R14, R15)
- Operand 2 (r/w, suppressed): Register (RSP)
Operand 3 (w, suppressed): Memory
Latency operand 1 → 3: ≤2
- Latency operand 3 → 3 (address, base register): ≤11
I already explained how to look at what's being measured on your last question, What do multiple values or ranges means as the latency for a single instruction?.
And if you're looking at the uop counts for Intel CPUs, unfortunately https://uops.info/ shows unfused domain uop counts in the table; you have to dig in to the measurements page (e.g. throughput for SKX: https://www.uops.info/html-tp/SKX/PUSH_R64-Measurements.html) to see RETIRE_SLOTS: 1.04. In the front-end it's a single-uop micro-fused store, just like mov [rsp], rbx
which is also 2 back-end uops.
But push
measures at just over 1 when tested just a big block of push r8
instructions. The .04
is the amortized cost of stack-sync uops when the stack engine offset overflows. What is the stack engine in the Sandybridge microarchitecture? (this is the "special mechanism" you referred to.)
Read Agner Fog's microarch guide to get some background details that will help you make sense of the tables.
AMD CPUs don't call it "micro-fusion", they just always keep the store-address and store-data part of a store together as 1 uop in the front-end. That's why uops.info lists it as 1 uop for AMD, even though it's not really different from how Intel handles push
.
QUESTION
Im working with python 3.6 and I wrote this:
...ANSWER
Answered 2018-Oct-30 at 15:15Solution 1: Pass the arguments in the function.
Solution 2: Declare "zen" and "zen2" as global before declaration.
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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Install ZEN2
You can use ZEN2 like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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