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import tensorflow as tf
import sentencepiece as spm
import json
import os
import numpy as np
import os
import json
import random
import re
import tensorflow as tf
import sentencepiece as spm
import matplotlib.pyplot as plt
from tqdm import tqdm
from tensorflow import keras
from tensorflow.keras import layers
# ================================
# 8. Model Layers
# ================================
# ================================
# 1. CONFIG
# ================================
DATA_DIR = "output4" # UPDATE THIS
SPM_MODEL = "icefire_spm.model"
CHECKPOINT_PATH = "got_qa_transformer.keras"
BATCH_SIZE = 150
EPOCHS = 20
VAL_SPLIT = 0.05
MAX_QUESTION_WORDS = 25
MAX_ANSWER_WORDS = 60
SEQ_LEN_EN = 30
SEQ_LEN_TE = 64
VOCAB_SIZE = 30_000
EMBED_DIM = 256
DENSE_DIM = 512
NUM_HEADS = 8
NUM_LAYERS_ENC = 1
NUM_LAYERS_DEC = 1
sp = spm.SentencePieceProcessor(model_file=SPM_MODEL)
START_ID = sp.bos_id() # <bos>
END_ID = sp.eos_id() # <eos>
print(f"Using <bos>={START_ID}, <eos>={END_ID}")
class PositionalEmbedding(layers.Layer):
def __init__(self, seq_len, vocab_size, embed_dim, **kwargs):
super().__init__(**kwargs)
self.token_emb = layers.Embedding(vocab_size, embed_dim)
# Initializes a positional embedding matrix of size (seq_len, embed_dim)
self.pos_emb = layers.Embedding(seq_len, embed_dim)
self.seq_len = seq_len # Stored for get_config
def call(self, x):
length = tf.shape(x)[-1]
# Creates positions [0, 1, 2, ..., length-1] dynamically
positions = tf.range(start=0, limit=length, delta=1)
return self.token_emb(x) + self.pos_emb(positions)
# get_config remains correct for serialization
def get_config(self):
cfg = super().get_config()
cfg.update({"seq_len": self.seq_len, "vocab_size": VOCAB_SIZE, "embed_dim": EMBED_DIM})
return cfg
class TransformerEncoder(layers.Layer):
def __init__(self, embed_dim, dense_dim, num_heads, **kwargs):
super().__init__(**kwargs)
self.attn = layers.MultiHeadAttention(num_heads, embed_dim)
self.ffn = keras.Sequential([layers.Dense(dense_dim, activation="relu"), layers.Dense(embed_dim)])
self.ln1 = layers.LayerNormalization()
self.ln2 = layers.LayerNormalization()
def call(self, x, mask=None):
if mask is not None: mask = mask[:, tf.newaxis, :]
attn = self.attn(x, x, attention_mask=mask)
x = self.ln1(x + attn)
ffn = self.ffn(x)
return self.ln2(x + ffn)
def get_config(self):
cfg = super().get_config()
cfg.update({"embed_dim": EMBED_DIM, "dense_dim": DENSE_DIM, "num_heads": NUM_HEADS})
return cfg
class TransformerDecoder(layers.Layer):
def __init__(self, embed_dim, dense_dim, num_heads, **kwargs):
super().__init__(**kwargs)
self.self_attn = layers.MultiHeadAttention(num_heads, embed_dim)
self.cross_attn = layers.MultiHeadAttention(num_heads, embed_dim)
self.ffn = keras.Sequential([layers.Dense(dense_dim, activation="relu"), layers.Dense(embed_dim)])
self.ln1 = layers.LayerNormalization()
self.ln2 = layers.LayerNormalization()
self.ln3 = layers.LayerNormalization()
def get_causal_mask(self, x):
seq_len = tf.shape(x)[1]
mask = tf.linalg.band_part(tf.ones((seq_len, seq_len)), -1, 0)
return tf.cast(mask, tf.int32)[tf.newaxis, ...]
def call(self, x, enc_out, mask=None):
causal_mask = self.get_causal_mask(x)
attn1 = self.self_attn(x, x, attention_mask=causal_mask)
x = self.ln1(x + attn1)
padding_mask = mask[:, tf.newaxis, :] if mask is not None else None
attn2 = self.cross_attn(x, enc_out, enc_out, attention_mask=padding_mask)
x = self.ln2(x + attn2)
ffn = self.ffn(x)
return self.ln3(x + ffn)
def get_config(self):
cfg = super().get_config()
cfg.update({"embed_dim": EMBED_DIM, "dense_dim": DENSE_DIM, "num_heads": NUM_HEADS})
return cfg
# ================================
# 9. Build Model (2 inputs!)
# Assuming SEQ_LEN_TE is 64 (based on the error: expected 64, found 63)
# Set this variable based on the constant defined in your global scope
DEC_INPUT_LEN = SEQ_LEN_TE - 1
def build_model():
# Encoder Input: The question sequence length (SEQ_LEN_EN) is unchanged.
enc_in = keras.Input(shape=(SEQ_LEN_EN,), dtype="int64", name="encoder_inputs")
# Decoder Input: MUST be SEQ_LEN_TE - 1 (e.g., 63) to match the sliced data.
dec_in = keras.Input(shape=(DEC_INPUT_LEN,), dtype="int64", name="decoder_inputs")
# --- Encoder Stack ---
# PositionalEmbedding for the Encoder (uses original length)
enc_emb = PositionalEmbedding(SEQ_LEN_EN, VOCAB_SIZE, EMBED_DIM)(enc_in)
x = enc_emb
for _ in range(NUM_LAYERS_ENC):
x = TransformerEncoder(EMBED_DIM, DENSE_DIM, NUM_HEADS)(x)
enc_out = x
# --- Decoder Stack ---
# PositionalEmbedding for the Decoder (uses the new, shorter length)
dec_emb = PositionalEmbedding(DEC_INPUT_LEN, VOCAB_SIZE, EMBED_DIM)(dec_in)
x = dec_emb
for _ in range(NUM_LAYERS_DEC):
# Pass the encoder output (enc_out) to the decoder cross-attention
x = TransformerDecoder(EMBED_DIM, DENSE_DIM, NUM_HEADS)(x, enc_out)
# Final dense layer to predict vocabulary token logits
logits = layers.Dense(VOCAB_SIZE)(x)
model = keras.Model([enc_in, dec_in], logits)
return model
# ================================
# 10. Loss & Metrics
# ================================
def masked_loss(y_true, y_pred):
loss_fn = keras.losses.SparseCategoricalCrossentropy(from_logits=True, reduction='none')
loss = loss_fn(y_true, y_pred)
mask = tf.cast(tf.not_equal(y_true, 0), loss.dtype)
return tf.reduce_sum(loss * mask) / tf.reduce_sum(mask)
def masked_accuracy(y_true, y_pred):
y_pred = tf.argmax(y_pred, axis=-1, output_type=y_true.dtype)
matches = tf.cast(tf.equal(y_true, y_pred), tf.float32)
mask = tf.cast(tf.not_equal(y_true, 0), tf.float32)
return tf.reduce_sum(matches * mask) / tf.reduce_sum(mask)
# ================================
# Load Config
# ================================
with open("tokenizer_info.json") as f:
info = json.load(f)
SPM_MODEL = info["spm_model"]
START_ID = info["start_id"]
END_ID = info["end_id"]
SEQ_LEN_EN = info["seq_len_en"]
SEQ_LEN_TE = info["seq_len_te"]
# ================================
# Load Model & Tokenizer
# ================================
sp = spm.SentencePieceProcessor(model_file=SPM_MODEL)
model = keras.models.load_model(CHECKPOINT_PATH, custom_objects={
"PositionalEmbedding": PositionalEmbedding,
"TransformerEncoder": TransformerEncoder,
"TransformerDecoder": TransformerDecoder,
"masked_loss": masked_loss,
"masked_accuracy": masked_accuracy
})
def predict_step(src, tgt):
return model([src, tgt], training=False)
DEC_INPUT_LEN = SEQ_LEN_TE - 1
def tokenize_question(question):
ids = sp.encode(question, out_type=int)
if len(ids) < SEQ_LEN_EN:
ids = ids + [0] * (SEQ_LEN_EN - len(ids))
else:
ids = ids[:SEQ_LEN_EN]
return np.array([ids], dtype=np.int64)
def decode_sequence(question, max_len=60):
src_np = tokenize_question(question) # numpy (1, SEQ_LEN_EN)
src = tf.constant(src_np, dtype=tf.int64) # tf.Tensor (1, SEQ_LEN_EN)
# Start token (1,1)
tgt = tf.constant([[START_ID]], dtype=tf.int64)
for _ in range(max_len):
# current length as Python int
cur_len = int(tf.shape(tgt)[1].numpy()) # scalar Python int
pad_len = DEC_INPUT_LEN - cur_len # Python int
if pad_len < 0:
# truncate to last DEC_INPUT_LEN tokens
tgt_for_model = tgt[:, -DEC_INPUT_LEN:]
effective_pos = DEC_INPUT_LEN - 1 # we will read logits at this index
else:
# pad on right with PAD_ID (assumed 0)
paddings = [[0, 0], [0, pad_len]] # plain Python list of ints
tgt_for_model = tf.pad(tgt, paddings, constant_values=0) # (1, DEC_INPUT_LEN)
effective_pos = cur_len - 1 # index of latest token's logits
# call the model (predict_step should accept tensors shaped (1, SEQ_LEN_EN) and (1, DEC_INPUT_LEN))
logits = predict_step(src, tgt_for_model) # shape (1, DEC_INPUT_LEN, VOCAB)
# Use Python int index into logits
next_logits = logits[:, effective_pos, :] # shape (1, vocab)
next_id = tf.argmax(next_logits, axis=-1, output_type=tf.int64) # shape (1,)
# make (1,1) and append
next_id = tf.expand_dims(next_id, axis=-1) # (1,1)
tgt = tf.concat([tgt, next_id], axis=-1) # (1, cur_len+1)
# stop if end token produced
if int(next_id.numpy()[0][0]) == END_ID:
break
# remove start token and truncate at END_ID if present
ids = tgt[0].numpy()
ids = ids[1:] # drop START
if END_ID in ids:
ids = ids[:np.where(ids == END_ID)[0][0]]
return sp.decode(ids.tolist())
questions = """who is the father of tyrion lannister,
who killed robert baratheon,
who is the mother of jon snow,
who betrayed ned stark,
who is the king beyond the wall,
who trained arya stark in braavos,
who poisoned joffrey baratheon,
who burned the sept of baelor,
who killed ramsay bolton,
who created the white walkers,
who is known as the kingslayer,
who leads the dothraki horde,
who is the three eyed raven,
who killed the night king,
who commanded the unsullied army
What does Robb's army do at the Green Fork of the Trident?
Who plays Maester Aemon in season 5?
What is 'General Electric' related to in this text?
Where did the line 'I brought us' appear?
What is House Bracken? (Part 19)
Who is Tyana Wylde?
What was the political outcome of the "Battle of the Kingsroad"?
What is "Log in"?
What is the Dothraki language?
Which house holds Tyshara Lannister?
What is the relationship between NAIL and HAMMER?
What was Charles Dance's role in the TV film 'Trial & Retribution'?
What is "The Bellingham Herald"?
How many major awards did The Dick Van Dyke Show win at the 18th Primetime Emmy Awards?
Where did the line 'I imagine you're right.' appear?
What is stated in the section A Game of Thrones about Lyanna Stark? (Part 1)
What is the relationship between CERSEI LANNISTER and King Robert I Baratheon?
What is the scientific name for the brittle star belonging to the family Ophiocamacidae?
What are the fantasy subgenres that are characterized by their focus on magical girls or similar protagonists?
What is the "40th Daytime Creative Arts Emmy Awards"?
What were the titles of the Polish editions of 'A Feast for Crows'?
What is stated in the section Birth about Years after Aegon's Conquest/Calculations Ages (Continued2)? (Part 473)
What is A Game of Thrones-Chapter 19? (Part 2)
When was House Harlaw of the Tower of Glimmering founded?
What does 'Print/export' offer?
What passage is cited by 'A Clash of Kings, Theon I, pp. 172û173'?
Who is the spouse of Hosman Norcross?
Where did the line 'while the rest of you played.' appear?
What is stated in the section Character about Myles Mooton?
What is the relationship between BALON GREYJOY and GOODBROTHER?
What are the words of House Uller of Hellholt?
Why did George R. R. Martin not make complete world maps available early on?
What is the meaning of "Nonbelief" in the context of "Religious unbelief"?
What is the significance of '5th_International_Emmy_Awards'?
Who played Frances in season 6?
Where did the line 'we'll get there before the dead.' appear?
What is Jon Pox? (Part 1)
What is the relationship between House Martell and Princess Elia?
What are the seats of House Stark of Winterfell?
What is the time usage for the 'Family_tree_of_Tytos_Lannister' template?
What is the "House of Black and White"?
Which actor won Outstanding Lead Actor in a Comedy Series?
What is the gender of Hallyne?
What items did Tyrion regain possession of thanks to Catelyn Stark's intervention?
What is stated in the section Birth about Years after Aegon's Conquest/Calculations Ages? (Part 349)
What is Harbert Paege? (Part 4)
What is the relationship between ALESANDER and SYMOND?
What is the purpose of the flaps on a dust jacket?
What is Fantasmas (TV series)?
What is the "Iron Throne"?
Which song was performed by Flight of the Conchords from "Unnatural Love"?
In which TV series seasons does Nail appear?
I see no lord. Only a dog dressed in chickenboneswho rattles when he rides.
What is described in the House Jast during the Books[] section in House_Jast?
What is Lysa Arryn? (Part 14)
What is stated in the section References and Notes about A Storm of Swords-Chapter 73? (Part 1)
Who is DELENA FLORENT?
How did Ned Stark's execution affect the Stark children?
What was the reason for splitting A Feast for Crows and A Dance with Dragons into two volumes?
What is the 'Choice Awards 2018'?
What is the "63rd Primetime Emmy Awards"?
What are the titles held by Sylas?
What did Jaime remind Ser Boros Blount of regarding Tommen's safety?
Where did the line 'that even dragons burned in flight.' appear?
What is Peach? (Part 5)
What is the Conflict of First Battle of Tumbleton?
What is stated in the section Chapter 3: Mors II about List of characters created for the Cyanide game? (Part 7)
Who is SER DAVEN?
When is "The Winds of Winter" expected to be released?
What is the title of the first book in the A Song of Ice and Fire series?
What happened to Storm's End during the War of the Usurper?
What happened to Wyman Manderly's heir, Ser Wylis?
What is the purpose of the 'Navbox' template?
Who is Cragorn and where is he at the beginning of the text?
What was the overall approval rating for Game of Thrones season 5 on Rotten Tomatoes?
What is the Lannister sigil and words?
Where did the line 'in Maester Aemon's library.' appear?
What is Years after Aegon's Conquest/Calculations Ages (Continued)? (Part 169)
What is mentioned in the history of Rosamund Ball?
What is stated in the section The Queen's protectors about House Targaryen? (Part 7)
What is Doreah? (Part 2)
What is stated in the section Episode 6: A Golden Crown about List of characters created forGame of Thrones? (Part 1133)
What is the relationship between CASS and TANSY?
Who is MAESTER OMER?
Which actresses have 4 nominations?
How are the Shadow Men described?
What is Oldtown associated with?
What is Slaver's Bay?
What is 'Merman'?
Who are some notable servants and vassals of House Targaryen?
What is 'Anthrax_(American_band)'?
What is the significance of the 'Triple Crown of Acting'?
Who is Jay Sandrich?
Who captures Brienne, Podrick, and Hyle, and why are they threatened?
What is the gender of Palla?
What is the significance of the 'jhat'?
What was Euron Crows Eye doing across the world?
What is the final verse of 'The Dornishman's Wife' as sung in the tent?
Where did the line 'I defended the city' appear?
Where did the line 'They'd pass wildling villages.' appear?
Where did the line 'I like her pretty.' appear?
What happened to the æJaqen = Syrio ForelÆ mask theory?
What is stated in the section Character about Willam Dustin? (Part 1)
What is Sphinx? (Part 14)
What is the Notable places of New Castle?
What is Landing of the Golden Company? (Part 3)
What is stated in the section House Keath at the end of the third century about House Keath? (Part 1)
What is stated in the section A Clash of Kings about Greywater Watch? (Part 2)
What is stated in the section A Game of Thrones about Doreah? (Part 6)
What is Category:Images by Zach Graves? (Part 1)
What is A Game of Thrones-Chapter 21? (Part 5)
What is the Location of Ashford?
What is Category:Dromonds?
What is the Page of A Clash of Kings-Chapter 35?
What is mentioned in the history of Allard Royce? (Part 2)
What is the relationship between MELLARIO and PRINCESS ARIANNE?
What is the relationship between MORYA and Lord Walder Frey?
What is the relationship between HARWIN and Hullen?
What is the relationship between SER DAMION LANNISTER and TYWIN LANNISTER?
What is the relationship between TYWIN LANNISTER and SER DAMION LANNISTER?
What is the relationship between Steffon Seaworth and Davos Seaworth?
What is the relationship between Unspecified Patriarch and SER EMMON?
What is the relationship between JON SNOW and GHOST?
What is the relationship between Lord and ùMaceÆs household at Highgarden?
What is the relationship between EDRIC STORM and GERALD GOWER?
What is the relationship between King Balon Greyjoy and MAESTER WENDAMYR?
What is the relationship between LADY MARGOT and Lord Titus Peake?
What is the relationship between Grey King and House Greyjoy?
What is the relationship between LORD TITUS PEAKE and Lady Margot?
What is the relationship between King Balon Greyjoy and DAGMER called CLEFTJAW?
What is the relationship between Aegon the Conquerer and Lord Edmyn Tully?
What is the relationship between THEON GREYJOY and WEX?
What is stated in the section Appearance and Character about Aerea Targaryen? (Part 4)
What is stated in the section Synopsis about A Clash of Kings-Chapter 11? (Part 2)
What is the Place of A Storm of Swords-Chapter 17?
What is stated in the section The Princess and the Queen about Errata of history novellas? (Part 4)
What is stated in the section A Dance with DragonsAppendix about Errata of main series? (Part 8)
What is stated in the section A Dance with Dragons about Holy Refuge?
What is Hugh Hammer? (Part 6)
What is stated in the section Rivers in Essos about List of rivers? (Part 6)
What is stated in the section A Clash of Kings about Marriage? (Part 2)
What is stated in the section A Dance with Dragons about Nymella Toland?
What is stated in the section A Dance with Dragons about Tattered Prince? (Part 2)
What are references in First_Men?
Where did the line 'What are our words?' appear?
Where did the line 'but I don't want to see' appear?
Where did the line 'I'm not kissing your fucking hand.' appear?
Where did the line 'I killed my lover' appear?
Where did the line 'But you have many miles to go.' appear?
Where did the line 'Who was the first?' appear?
How did Sansa explain her father's statement that Joffrey was not the king?
"You would execute your own son?"
What question did Xaro Xhoan Daxos ask after Daenerys freed him?
What are the aliases of Dudley?
How did Garth VII deal with the alliance between the Storm King and the King of the Rock?
What was the 'Best Variety Show' winner?
When did Game of Thrones Season 7 get its premiere date on HBO?
What is the significance of "Howland Sharp"?
What does 'Expensive parser function count: 33/500' indicate about the page's processing?
What jape led to the undoing of Saera and her companions?
Who is Samwell Tarly?
What is the genre of 'The Saint of Bright Doors' by Vajra Chandrasekera?
Which market is currently the only one where the HBO Go brand is still active?
What is the relationship between IGON VYRWEL and MACE TYRELL?
What is A Game of Thrones-Chapter 23? (Part 2)
What is Helman Tallhart? (Part 10)
What is Marselen? (Part 3)
What is stated in the section The Triarchy and the Daughters' War about Tyrosh? (Part 1)
What is described in the References and Notes[] section in Meleys?
Where did the line 'You look pale, child.' appear?
Where did the line 'I know that I can't.' appear?
What was Tyrion Lannister's internal thought about Prince Oberyn Martell's wit?
Who is Aeron Greyjoy?
What is Catelyn Stark's primary motivation?
What are the allegiances of Gerion Lannister?
What did Lysa eventually admit?
Which programs tied for Outstanding Art Direction for Variety or Nonfiction Programming?
Who rules Westeros at the beginning of the story?
Who wrote the third episode of Season 2, "The Burning Mill"?
What is the significance of "Archived from the original on 21 August 2007"?
What is Bernie Sanders' self-description mentioned in The Guardian article from April 30, 2015?
What does Jon's mission beyond the Wall signify?
What is the relationship between HALLIS MOLLEN and his uncles and aunts?
What is the Issue of Armond Connington?
What is stated in the section Initial invasion about First Dornish War? (Part 5)
What is Lanna?
What is stated in the section Known tattooed characters about Tattoo? (Part 14)
Where did the line 'for such a pretext?' appear?
Where did the line 'just to gut these three.' appear?
Who was the man that took it upon himself to be a hero?
What happened to Sandor (The Hound) Clegane's face?
Myranda shares gossip with Sansa, reminding her of Jeyne.
What is "The Daily Show with Jon Stewart"?
What was the condition of Khal Drogo after the injury that developed into sepsis?
What happened between Arrax and Vhagar?
What is King's Landing (A Song of Ice and Fire)?
What is the primary source material for the "Game of Thrones" television series?
Who is SER BRYNDEN TULLY?
What is Canker Jeyne? (Part 1)
What is stated in the section Historical Members about House Westerling? (Part 2)
What is Rhaegar Targaryen? (Part 10)
What is described in the History[] section in Hallis_Hornwood?
Where did the line 'Wearing the crown for so many years' appear?
What did Arianne ask to see instead of her father the next morning?
When did "A Golden Crown" first air?
What does 'the hundred gods of the Kingdom of Sarnor still worshipped' signify?
Which program won the award for Outstanding Limited Series?
What is the significance of the 'golden stag' as a symbol?
What does "Is Nobody Going to San Antone?" by Walton Simons in 'Texas Hold 'Em' imply?
What is the meter of the poem "Fire and Ice"?
What is the relationship between Aegon the Dragon and Torrhen Stark?
What is stated in the section Goals about Great ranging? (Part 1)
What is stated in the section Grasses about Plants? (Part 5)
What are references in Hallyne?
Where did the line 'A girl has no desires.' appear?
Where does Jeor Mormont send Jon Snow and Qhorin Halfhand?
When was Harlan Hunter born?
What is "PBS"?
What is the significance of 'the Lightning Lord'?
What types of decks do players control in A Game of Thrones: The Card Game?
"The consequences are grave when you discharge a cardiac patient without further assessment."
What is Aegon Targaryen (son of Rhaegar)/Theories? (Part 15)
What is Horas Harroway? (Part 2)
What is stated in the section A Storm of Swords about Robin Ryger?
Where did the line 'and put leeches on me.' appear?
What kind of person was Qotho, one of Khal Drogo's bloodriders?
Who played Wun Wun in season 6?
Where did Arianne Martell and her companions await the arrival of Myrcella Baratheon?
What is "Red Prophet by Orson Scott Card (1989)"?
Who was the squire captured and brought to the Red Keep?
What historical parallels are noted regarding Cersei's introduction and her loyalty to House Lannister over her husband, the king?
What resemblance do scholars note between House Stark/House of York and House Lannister/House of Lancaster?
What motif does Larrington describe regarding the presumed deaths of two young Targaryen heirs in the novel's pre-history?
To whom is Petyr Baelish compared by scholars, and why?
To whom is Khal Drogo compared, and why?
How does Westeros' primary religious institution compare to the medieval Catholic Church?
What similarities have critics noted between the Wall in the novel and historical structures?
What cultures are cited as influences for the Dothraki culture?
In what ways are female characters entered into marriage in the novel?
How does Borowska-Szerszun interpret Daenerys' narrative regarding traditional fairy tales?
What consequence does Larrington attribute to Daenerys' growing influence over Drogo?
What political alliances are established through the marriages of Cersei and Catelyn?
How is the betrothal of Cersei and Catelyn's children used for political purposes?
What is the described nature of the betrothal between Joffrey and Sansa?
What is a contested topic regarding the series' female characters?
How is the series' depiction of rape described by scholars and fans?
What does Mariah Larsson state about Drogo's knowledge of Daenerys' language and its use?
According to Carroll, what "problematizes" Daenerys' consent, and what is his description of Drogo's actions?
How does Daenerys attempt to prevent or mitigate sexual violence by her husband's warriors?
What is the consequence of Daenerys intervening to prevent the rape of another woman?
How is Cersei depicted as being subjected to sexual violence?
How does Marta Eidsvσg contrast Cersei's role as a mother?
How is Catelyn Stark depicted in relation to her children, including Ned's illegitimate son?
Why is Catelyn's role as a viewpoint character considered unusual?
What is Robert's reaction to the news of Daenerys' marriage and potential offspring?
What symbolism does Carroll note regarding Daenerys and the dragons?
How does Sheilagh O'Brien describe the maegi Mirri Maz Duur and her symbolism?
What does Anne Gjelsvik suggest Mirri Maz Duur represents, and what is the consequence of her actions?
What symbolic action does Daenerys take against Mirri Maz Duur?
What does Blaszkiewicz say about Aerys' reign and its impact?
How is Robert described in comparison to Aerys, and what is his perceived failing as king?
How does Hudson describe Cersei's actions regarding Robert's authority?
How does Walton describe Ned Stark's role as a feudal lord?
What does Pavlac say the "game of thrones" refers to?
What does Cersei Lannister tell Ned about participation in the game of thrones?
What event drives the disputed succession and the "game of thrones"?
What is the basis for the HBO television series Game of Thrones?
How did the television series Game of Thrones diverge from the novel A Game of Thrones?
What major change did the television series make to the novel's timeline?
Which characters' ages were increased in the television series compared to the novel?
Who adapted A Game of Thrones as a graphic novel, anwho provided the art?
What were some of the problems Daniel Abraham faced in adapting A Game of Thrones as a graphic novel?
What is A Game of Thrones: Genesis?
What classification does Martin use for writers' approaches to storytelling?
How has Martin's work impacted discussions about the series' authentic representation, according to Helen Young?
What is Helen Young's description of Tolkien's background versus Martin's?
What does Young note about the dramatic effect of Eddard Stark's death?
What characterizes 'portal-quest fantasy'?
How is the Three-Eyed Crow's dialogue presented in portal-quest fantasy, using Bran as an example?
What observation does Gary Westfahl highlight regarding Lord Eddard Stark and dire-wolf pups?
What does David Symons note about Martin's work in university classes?
What belief do some fans hold about the series' medieval portrayal, and what is Carroll's counter-argument?
What is Ned's remark to Catelyn about religion, and what difficulty does Larrington note?
When did Martin have the idea for the Wall, and where did it originate?
How does Carroll describe Cersei as a narrative foil to Sansa?
What difficulty do commentators have with analyzing rape in A Song of Ice and Fire, according to Carroll?
"""
print("\n Running inference on Game of Thrones QA model\n")
for q in questions.split('\n'):
try:
answer = decode_sequence(q)
print(f"Q: {q}")
print(f"A: {answer} \n")
except Exception as e:
print(f"Error for question [{q}]: {e}\n")
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