Lecture 7. Memory in Python
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1 Lecture 7 Memory in Python
2 Announcements For This Lecture Readings Reread Chapter 3 No reading for Thursday Lab Work on Assignment Credit when submit A Nothing else to do Assignment Moved to Fri, Sep. 9 Worried if I push to Sun., people will start too late Resubmit until Sep. 28 Posted a Survey in CMS Questions on A Fill it out when done 9/6/4 Python Memory 2
3 Modeling Storage in Python Global Space What you start with Stores global variables Also modules & functions! Lasts until you quit Python Call Frame Variables in function call Deleted when call done Heap Space Where folders are stored Have to access indirectly Global Space 9/6/4 Python Memory 3 p incr_x id2 x.0 id2 Call Frame q id2 Heap Space Point y 2.0 x 3.0
4 Modeling Storage in Python Global Space What you start with Stores global variables Also modules & functions! Lasts until you quit Python Call Frame Variables in function call Deleted when call done Heap Space Where folders are stored Have to access indirectly Global Space 9/6/4 Python Memory 4 p incr_x id2 x q.0 id2 Call Frame id2 Heap Space Will cover later in this course Point y 2.0 x 3.0
5 Memory and the Python Tutor Global Space Heap Space Call Frame 9/6/4 Python Memory 5
6 Functions and Global Space A function definition Creates a global variable (same name as function) Creates a folder for body Puts folder id in variable Variable vs. Call >>> to_centigrade <fun to_centigrade at 0x00498de8> >>> to_centigrade (32) 0.0 def to_centigrade(x):" return 5*(x-32)/9.0 Global Space to_centigrade id6 Heap Space id6 function Body Body 9/6/4 Python Memory 6
7 Modules and Global Space Importing a module: Creates a global variable (same name as module) Puts contents in a folder Module variables import math Heap Space id5 Global Space math id5 module Module functions Puts folder id in variable from keyword dumps contents to global space pi e functions 9/6/4 Python Memory 7
8 Modules vs Objects Module Object math id2 id2 module pi e functions p id3 x 5.0 y 2.0 z 3.0 id3 Point 9/6/4 Python Memory 8
9 Modules vs Objects Module Object id2 math pi e functions id2 module math.pi math.cos() p id3 x 5.0 y 2.0 z 3.0 id3 Point p.x p.clamp(-,) 9/6/4 Python Memory 9
10 Modules vs Objects Module Object id2 math pi e functions id2 module id3 The period (.) means x 5.0 go inside of the folder math.pi math.cos() y 2.0 z 3.0 p id3 Point p.x p.clamp(-,) 9/6/4 Python Memory 0
11 Recall: Everything is an Object! Including basic values int, float, bool, str Example: >>> x = 2.5 >>> id(x) But basics are immutable Contents cannot change Distinction between value and identity is immaterial So we can ignore the folder x id5 x id5 2.5 float 2.5 9/6/4 Python Memory
12 When Do We Need to Draw a Folder? Yes Variable holds a function module object (more????) No Variable holds a base type bool, int, float, str x id2 id2 float 2.5 9/6/4 Python Memory 2
13 Recall: Call Frames. Draw a frame for the call 2. Assign the argument value to the parameter (in frame) 3. Execute the function body Look for variables in the frame If not there, look for global variables with that name 4. Erase the frame for the call Call: to_centigrade(50.0) to_centigrade x 50.0 What is happening here? def to_centigrade(x): return 5*(x-32)/9.0 Only at the End! 9/6/4 Python Memory 3
14 Recall: Call Frames. Draw a frame for the call 2. Assign the argument value to the parameter (in frame) 3. Execute the function body Look for variables in the frame If not there, look for global variables with that name 4. Erase the frame for the call Call: to_centigrade(50.0) to_centigrade x 50.0 RETURN 0.0 def to_centigrade(x): return 5*(x-32)/9.0 9/6/4 Python Memory 4
15 Recall: Call Frames. Draw a frame for the call 2. Assign the argument value to the parameter (in frame) 3. Execute the function body Look for variables in the frame If not there, look for global variables with that name 4. Erase the frame for the call Call: to_centigrade(50.0) def to_centigrade(x): return 5*(x-32)/9.0 But don t actually erase on an exam 9/6/4 Python Memory 5
16 Aside: What Happens Each Frame Step? The instruction counter always changes The contents only change if You add a new variable You change an existing variable You delete a variable If a variable refers to a mutable object The contents of the folder might change 9/6/4 Python Memory 6
17 Call Frames vs. Global Variables This does not work: def swap(a,b): 2 """Swap vars a & b""" tmp = a a = b b = tmp >>> a = >>> b = 2 >>> swap(a,b) Global Variables a b 2 Call Frame 3 swap a b 2 9/6/4 Python Memory 7
18 Call Frames vs. Global Variables The specification is false: def swap(a,b): """Swap vars a & b""" 2 3 tmp = a a = b b = tmp >>> a = >>> b = 2 >>> swap(a,b) Global Variables a b 2 Call Frame swap 2 a b 2 tmp 9/6/4 Python Memory 8
19 Call Frames vs. Global Variables The specification is false: def swap(a,b): """Swap vars a & b""" 2 3 tmp = a a = b b = tmp >>> a = >>> b = 2 >>> swap(a,b) Global Variables a b 2 Call Frame swap 3 a 2 b 2 tmp 9/6/4 Python Memory 9
20 Call Frames vs. Global Variables The specification is false: def swap(a,b): """Swap vars a & b""" 2 3 tmp = a a = b b = tmp >>> a = >>> b = 2 >>> swap(a,b) Global Variables a b 2 Call Frame swap 2 a b 2 tmp 9/6/4 Python Memory 20
21 Call Frames vs. Global Variables The specification is false: def swap(a,b): """Swap vars a & b""" 2 3 tmp = a a = b b = tmp >>> a = >>> b = 2 >>> swap(a,b) Global Variables a b 2 Call Frame 9/6/4 Python Memory 2
22 Function Access to Global Space All function definitions are in some module Call can access global space for that module math.cos: global for math temperature.to_centigrade uses global for temperature But cannot change values Assignment to a global makes a new local variable! Why we limit to constants Global Space (for globals.py) show_a # globals.py a """Show how globals work""" a = 4 # global space def show_a(): print a # shows global 4 9/6/4 Python Memory 22
23 Function Access to Global Space All function definitions are in some module Call can access global space for that module math.cos: global for math temperature.to_centigrade uses global for temperature But cannot change values Assignment to a global makes a new local variable! Why we limit to constants Global Space (for globals.py) change_a a # globals.py 3.5 a """Show how globals work""" a = 4 # global space def change_a(): a = 3.5 # local variable 4 9/6/4 Python Memory 23
24 Call Frames and Objects Mutable objects can be altered in a function call Object vars hold names! Folder accessed by both global var & parameter Example: def incr_x(q): q.x = q.x + >>> p = Point(0,0,0) >>> incr_x(p) Global Space p id5 Heap Space id5 Point x 0.0 Call Frame incr_x q id5 9/6/4 Python Memory 24
25 Call Frames and Objects Mutable objects can be altered in a function call Object vars hold names! Folder accessed by both global var & parameter Example: def incr_x(q): q.x = q.x + >>> p = Point(0,0,0) >>> incr_x(p) Global Space p id5 Heap Space id5 x Call Frame incr_x q id5 Point 9/6/4 Python Memory 25
26 Call Frames and Objects Mutable objects can be altered in a function call Object vars hold names! Folder accessed by both global var & parameter Example: def incr_x(q): q.x = q.x + >>> p = Point(0,0,0) >>> incr_x(p) Global Space p id5 Heap Space id5 x Call Frame Point 9/6/4 Python Memory 26
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