From 079e8677638c5703d3ff521f7a5266ed3598d91f Mon Sep 17 00:00:00 2001 From: Robin Meersman Date: Wed, 17 Dec 2025 10:39:10 +0100 Subject: [PATCH 1/7] feat: ignored macos specific files :) --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index 3523f7f..4e47f6a 100644 --- a/.gitignore +++ b/.gitignore @@ -3,3 +3,4 @@ __pycache__ data/ saved_models/ output/ +.DS_Store From 46872274f4068ab20dfa403e894279c0a44c00b8 Mon Sep 17 00:00:00 2001 From: Robin Meersman Date: Wed, 17 Dec 2025 15:22:20 +0100 Subject: [PATCH 2/7] fix: several graphs reiterated, todo: extrapolation to prove CNN will not scale well --- graphs/autoencoder_enwik9_accuracy.png | Bin 26736 -> 0 bytes .../autoencoder_enwik9_compression_ratio.png | Bin 31220 -> 0 bytes .../autoencoder_enwik9_compression_time.png | Bin 19053 -> 0 bytes .../autoencoder_enwik9_decompression_time.png | Bin 19162 -> 0 bytes graphs/autoencoder_genome_accuracy.png | Bin 29983 -> 0 bytes .../autoencoder_genome_compression_ratio.png | Bin 31518 -> 0 bytes .../autoencoder_genome_compression_time.png | Bin 21457 -> 0 bytes .../autoencoder_genome_decompression_time.png | Bin 23614 -> 0 bytes graphs/cnn_enwik9_accuracy.png | Bin 27025 -> 0 bytes graphs/cnn_enwik9_compression_ratio.png | Bin 35663 -> 0 bytes graphs/cnn_enwik9_compression_time.png | Bin 17316 -> 0 bytes graphs/cnn_enwik9_decompression_time.png | Bin 17808 -> 0 bytes graphs/cnn_genome_accuracy.png | Bin 30376 -> 0 bytes graphs/cnn_genome_compression_ratio.png | Bin 40774 -> 0 bytes graphs/cnn_genome_compression_time.png | Bin 18379 -> 0 bytes graphs/cnn_genome_decompression_time.png | Bin 18855 -> 0 bytes make_graphs.py | 155 ++++++++++++------ pyproject.toml | 2 + uv.lock | 40 +++++ 19 files changed, 144 insertions(+), 53 deletions(-) delete mode 100644 graphs/autoencoder_enwik9_accuracy.png delete mode 100644 graphs/autoencoder_enwik9_compression_ratio.png delete mode 100644 graphs/autoencoder_enwik9_compression_time.png delete mode 100644 graphs/autoencoder_enwik9_decompression_time.png delete mode 100644 graphs/autoencoder_genome_accuracy.png delete mode 100644 graphs/autoencoder_genome_compression_ratio.png delete mode 100644 graphs/autoencoder_genome_compression_time.png delete mode 100644 graphs/autoencoder_genome_decompression_time.png delete mode 100644 graphs/cnn_enwik9_accuracy.png delete mode 100644 graphs/cnn_enwik9_compression_ratio.png delete mode 100644 graphs/cnn_enwik9_compression_time.png delete mode 100644 graphs/cnn_enwik9_decompression_time.png delete mode 100644 graphs/cnn_genome_accuracy.png delete mode 100644 graphs/cnn_genome_compression_ratio.png delete mode 100644 graphs/cnn_genome_compression_time.png delete mode 100644 graphs/cnn_genome_decompression_time.png diff --git a/graphs/autoencoder_enwik9_accuracy.png b/graphs/autoencoder_enwik9_accuracy.png deleted file mode 100644 index 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"https://files.pythonhosted.org/packages/e7/c1/56ef16bf5dcd255155cc736d276efa6ae0a5c26fd685e28f0412a4013c01/types_pytz-2025.2.0.20251108-py3-none-any.whl", hash = "sha256:0f1c9792cab4eb0e46c52f8845c8f77cf1e313cb3d68bf826aa867fe4717d91c", size = 10116, upload-time = "2025-11-08T02:55:56.194Z" }, +] + [[package]] name = "typing-extensions" version = "4.15.0" From 08f6dc2927791c89bfa4d65bdcd83fdbeb606401 Mon Sep 17 00:00:00 2001 From: Robin Meersman Date: Wed, 17 Dec 2025 16:52:29 +0100 Subject: [PATCH 3/7] feat: updated some graphs, todo: legends are not yet complete --- make_graphs.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/make_graphs.py b/make_graphs.py index 6738745..8380030 100644 --- a/make_graphs.py +++ b/make_graphs.py @@ -15,11 +15,13 @@ if __name__ == "__main__": # execution time plt.figure() model_df["original_file_size_mb"] = model_df["original_file_size"] / 1e6 + model_df["compression_time_s"] = model_df["compression_time"] / 1e9 + model_df["decompression_time_s"] = model_df["decompression_time"] / 1e9 # compression sns.lineplot( data=model_df, x="original_file_size_mb", - y="compression_time", + y="compression_time_s", hue="context_length", palette="Set1", markers=True, @@ -30,7 +32,7 @@ if __name__ == "__main__": sns.lineplot( data=model_df, x="original_file_size_mb", - y="decompression_time", + y="decompression_time_s", hue="context_length", palette="Set1", markers=True, @@ -127,4 +129,4 @@ if __name__ == "__main__": plt.ylabel("Filename") plt.legend() plt.tight_layout() - plt.savefig(f"./graphs/{model_type}_loss.png") \ No newline at end of file + plt.savefig(f"./graphs/{model_type}_loss.png") From bb86371665a44e3606fd35b962c13ce8bb262923 Mon Sep 17 00:00:00 2001 From: Robin Meersman Date: Wed, 17 Dec 2025 16:52:40 +0100 Subject: [PATCH 4/7] new graphs --- graphs/autoencoder_enwik9_compression_ratio.png | Bin 0 -> 29157 bytes graphs/autoencoder_enwik9_execution_time.png | Bin 0 -> 32477 bytes graphs/autoencoder_genome_compression_ratio.png | Bin 0 -> 29782 bytes graphs/autoencoder_genome_execution_time.png | Bin 0 -> 33509 bytes graphs/autoencoder_loss.png | Bin 0 -> 31945 bytes graphs/cnn_enwik9_compression_ratio.png | Bin 0 -> 33213 bytes graphs/cnn_enwik9_execution_time.png | Bin 0 -> 42274 bytes .../cnn_enwik9_extrapolated_execution_time.png | Bin 0 -> 33942 bytes graphs/cnn_genome_compression_ratio.png | Bin 0 -> 38799 bytes graphs/cnn_genome_execution_time.png | Bin 0 -> 45998 bytes .../cnn_genome_extrapolated_execution_time.png | Bin 0 -> 32780 bytes graphs/cnn_loss.png | Bin 0 -> 34107 bytes 12 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 graphs/autoencoder_enwik9_compression_ratio.png create mode 100644 graphs/autoencoder_enwik9_execution_time.png create mode 100644 graphs/autoencoder_genome_compression_ratio.png create mode 100644 graphs/autoencoder_genome_execution_time.png create mode 100644 graphs/autoencoder_loss.png create mode 100644 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z@%TqhaIwhZ1uMOUs+g{LW)+YNPK;uldF@W7%4@aIcA!UW8(UkA4!B$Ul0F8R)cU?L-Trym&XBkq{Wq+$byH;9{88@!H=OfbRQLDR6@i%{-=;5 zZ~#DG{hzPsJc@G-?@fUr?Z?=0+oodje!!?}xj=xQ3r)*wPRPCucVp2_0R#eKr}-h; zNrz!<_w$XyiShL3mk5A8#m0V2)>U||&vt#u8&84WcxpekmLWG%tGnNE;paRWuEbk^ ziFRO4Pl7+a8UW1+N-v<~Gm6Orf|-QJN@5g>?tG3zx?(Y0#qkNy=Xm6wSs>tmj6gap zolcXHaMxZtfNie^-BH$|T8!++VR5?NcYHEbF$7_^p)V<_k2L3om#9=2-k^}ekx&~P zkx75@!!EpwT$_qF)i8J*v?;~UzGT!BD$aFz?W|x(1C}@R9GgWz*#yX^ZxINoRgLluFKQ@`>`og uC#%&ruK#_OBqyJU>wo{6V~GP3Tp1_7MgP Date: Wed, 17 Dec 2025 20:49:23 +0100 Subject: [PATCH 5/7] feat: metadata used for training the models --- training.md | 9 +++++++++ 1 file changed, 9 insertions(+) create mode 100644 training.md diff --git a/training.md b/training.md new file mode 100644 index 0000000..a1a8cb2 --- /dev/null +++ b/training.md @@ -0,0 +1,9 @@ +# Meta information about training +* training size: 2048 for optuna, 209715 for full training +* context sizes used: 128, 256 + +```bash +uv run python ./results/[cnn,autoencoder] train --method [full,optuna] \ + --data-root ./data --dataset [genome,enwik9] --context [128,256] --size [2048,209715] \ + --model-save-path ./models/ --model-load-path +``` From 8ab1741e4c8c19384a01ddee1f061a14c770b7fe Mon Sep 17 00:00:00 2001 From: Tibo De Peuter Date: Wed, 17 Dec 2025 20:55:27 +0100 Subject: [PATCH 6/7] Update and rename training.md to models/README.md --- training.md => models/README.md | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) rename training.md => models/README.md (53%) diff --git a/training.md b/models/README.md similarity index 53% rename from training.md rename to models/README.md index a1a8cb2..3120b4b 100644 --- a/training.md +++ b/models/README.md @@ -1,6 +1,16 @@ # Meta information about training + +The trained models that are saved here follow the following naming convention: + +* Optuna intermediate model: `[model]-[dataset]-[context].pt` +* Fully trained model: `[model]-[dataset]-full-[context].pt` + +The following parameters were used: + * training size: 2048 for optuna, 209715 for full training -* context sizes used: 128, 256 +* context sizes: {128, 256} + +The models were trained with the following command: ```bash uv run python ./results/[cnn,autoencoder] train --method [full,optuna] \ From aca2cc9003fddf78545461f482f56a8f1d4f1847 Mon Sep 17 00:00:00 2001 From: Robin Meersman Date: Wed, 17 Dec 2025 21:09:27 +0100 Subject: [PATCH 7/7] other: cleanup unused code file --- src/utils/custom_ae.py | 352 ----------------------------------------- 1 file changed, 352 deletions(-) delete mode 100644 src/utils/custom_ae.py diff --git a/src/utils/custom_ae.py b/src/utils/custom_ae.py deleted file mode 100644 index 86f3548..0000000 --- a/src/utils/custom_ae.py +++ /dev/null @@ -1,352 +0,0 @@ -from decimal import Decimal - - -class CustomArithmeticEncoding: - """ - ArithmeticEncoding is a class for building the arithmetic encoding. - """ - - def __init__(self, frequency_table, save_stages=False): - """ - frequency_table: Frequency table as a dictionary where key is the symbol and value is the frequency. - save_stages: If True, then the intervals of each stage are saved in a list. Note that setting save_stages=True may cause memory overflow if the message is large - """ - - self.save_stages = save_stages - if (save_stages == True): - print("WARNING: Setting save_stages=True may cause memory overflow if the message is large.") - - self.probability_table = self.get_probability_table(frequency_table) - - def get_probability_table(self, frequency_table): - """ - Calculates the probability table out of the frequency table. - - frequency_table: A table of the term frequencies. - - Returns the probability table. - """ - total_frequency = sum(list(frequency_table.values())) - - probability_table = {} - for key, value in frequency_table.items(): - probability_table[key] = value / total_frequency - - return probability_table - - def get_encoded_value(self, last_stage_probs): - """ - After encoding the entire message, this method returns the single value that represents the entire message. - - last_stage_probs: A list of the probabilities in the last stage. - - Returns the minimum and maximum probabilites in the last stage in addition to the value encoding the message. - """ - last_stage_probs = list(last_stage_probs.values()) - last_stage_values = [] - for sublist in last_stage_probs: - for element in sublist: - last_stage_values.append(element) - - last_stage_min = min(last_stage_values) - last_stage_max = max(last_stage_values) - encoded_value = (last_stage_min + last_stage_max) / 2 - - return last_stage_min, last_stage_max, encoded_value - - def process_stage(self, probability_table, stage_min, stage_max): - """ - Processing a stage in the encoding/decoding process. - - probability_table: The probability table. - stage_min: The minumim probability of the current stage. - stage_max: The maximum probability of the current stage. - - Returns the probabilities in the stage. - """ - - stage_probs = {} - stage_domain = stage_max - stage_min - for term_idx in range(len(probability_table.items())): - term = list(probability_table.keys())[term_idx] - term_prob = Decimal(probability_table[term]) - cum_prob = term_prob * stage_domain + stage_min - stage_probs[term] = [stage_min, cum_prob] - stage_min = cum_prob - return stage_probs - - def encode(self, msg, probability_table): - """ - Encodes a message using arithmetic encoding. - - msg: The message to be encoded. - probability_table: The probability table. - - Returns the encoder, the floating-point value representing the encoded message, and the maximum and minimum values of the interval in which the floating-point value falls. - """ - - msg = list(msg) - - encoder = [] - - stage_min = Decimal(0.0) - stage_max = Decimal(1.0) - - for msg_term_idx in range(len(msg)): - stage_probs = self.process_stage(probability_table, stage_min, stage_max) - - msg_term = msg[msg_term_idx] - stage_min = stage_probs[msg_term][0] - stage_max = stage_probs[msg_term][1] - - if self.save_stages: - encoder.append(stage_probs) - - last_stage_probs = self.process_stage(probability_table, stage_min, stage_max) - - if self.save_stages: - encoder.append(last_stage_probs) - - interval_min_value, interval_max_value, encoded_msg = self.get_encoded_value(last_stage_probs) - - return encoded_msg, encoder, interval_min_value, interval_max_value - - def process_stage_binary(self, float_interval_min, float_interval_max, stage_min_bin, stage_max_bin): - """ - Processing a stage in the encoding/decoding process. - - float_interval_min: The minimum floating-point value in the interval in which the floating-point value that encodes the message is located. - float_interval_max: The maximum floating-point value in the interval in which the floating-point value that encodes the message is located. - stage_min_bin: The minimum binary number in the current stage. - stage_max_bin: The maximum binary number in the current stage. - - Returns the probabilities of the terms in this stage. There are only 2 terms. - """ - - stage_mid_bin = stage_min_bin + "1" - stage_min_bin = stage_min_bin + "0" - - stage_probs = {} - stage_probs[0] = [stage_min_bin, stage_mid_bin] - stage_probs[1] = [stage_mid_bin, stage_max_bin] - - return stage_probs - - def encode_binary(self, float_interval_min, float_interval_max): - """ - Calculates the binary code that represents the floating-point value that encodes the message. - - float_interval_min: The minimum floating-point value in the interval in which the floating-point value that encodes the message is located. - float_interval_max: The maximum floating-point value in the interval in which the floating-point value that encodes the message is located. - - Returns the binary code representing the encoded message. - """ - - binary_encoder = [] - binary_code = None - - stage_min_bin = "0.0" - stage_max_bin = "1.0" - - stage_probs = {} - stage_probs[0] = [stage_min_bin, "0.1"] - stage_probs[1] = ["0.1", stage_max_bin] - - while True: - if float_interval_max < bin2float(stage_probs[0][1]): - stage_min_bin = stage_probs[0][0] - stage_max_bin = stage_probs[0][1] - else: - stage_min_bin = stage_probs[1][0] - stage_max_bin = stage_probs[1][1] - - if self.save_stages: - binary_encoder.append(stage_probs) - - stage_probs = self.process_stage_binary(float_interval_min, - float_interval_max, - stage_min_bin, - stage_max_bin) - - # print(stage_probs[0][0], bin2float(stage_probs[0][0])) - # print(stage_probs[0][1], bin2float(stage_probs[0][1])) - if (bin2float(stage_probs[0][0]) >= float_interval_min) and ( - bin2float(stage_probs[0][1]) < float_interval_max): - # The binary code is found. - # print(stage_probs[0][0], bin2float(stage_probs[0][0])) - # print(stage_probs[0][1], bin2float(stage_probs[0][1])) - # print("The binary code is : ", stage_probs[0][0]) - binary_code = stage_probs[0][0] - break - elif (bin2float(stage_probs[1][0]) >= float_interval_min) and ( - bin2float(stage_probs[1][1]) < float_interval_max): - # The binary code is found. - # print(stage_probs[1][0], bin2float(stage_probs[1][0])) - # print(stage_probs[1][1], bin2float(stage_probs[1][1])) - # print("The binary code is : ", stage_probs[1][0]) - binary_code = stage_probs[1][0] - break - - if self.save_stages: - binary_encoder.append(stage_probs) - - return binary_code, binary_encoder - - def custom_binary_encoding(self, float_interval_min, float_interval_max): - """ - Find the binary representation of the floating punt number which lies in - [float_interval_min, float_interval_max). - - float_interval_min: float - float_interval_max: float - """ - code = [] - found = False - next_n = 0.5 - n = 0 - - while not found: - if n + next_n < float_interval_max: - code.append(1) - n += next_n - - if n >= float_interval_min: - found = True - else: - code.append(0) - - next_n /= 2 - - return ''.join(map(str, code)) - - - def decode(self, encoded_msg, msg_length, probability_table): - """ - Decodes a message from a floating-point number. - - encoded_msg: The floating-point value that encodes the message. - msg_length: Length of the message. - probability_table: The probability table. - - Returns the decoded message. - """ - - decoder = [] - - decoded_msg = [] - - stage_min = Decimal(0.0) - stage_max = Decimal(1.0) - - for idx in range(msg_length): - stage_probs = self.process_stage(probability_table, stage_min, stage_max) - - for msg_term, value in stage_probs.items(): - if encoded_msg >= value[0] and encoded_msg <= value[1]: - break - - decoded_msg.append(msg_term) - - stage_min = stage_probs[msg_term][0] - stage_max = stage_probs[msg_term][1] - - if self.save_stages: - decoder.append(stage_probs) - - if self.save_stages: - last_stage_probs = self.process_stage(probability_table, stage_min, stage_max) - decoder.append(last_stage_probs) - - return decoded_msg, decoder - - -def float2bin(float_num, num_bits=None): - """ - Converts a floating-point number into binary. - - float_num: The floating-point number. - num_bits: The number of bits expected in the result. If None, then the number of bits depends on the number. - - Returns the binary representation of the number. - """ - - float_num = str(float_num) - if float_num.find(".") == -1: - # No decimals in the floating-point number. - integers = float_num - decimals = "" - else: - integers, decimals = float_num.split(".") - decimals = "0." + decimals - decimals = Decimal(decimals) - integers = int(integers) - - result = "" - num_used_bits = 0 - while True: - mul = decimals * 2 - int_part = int(mul) - result = result + str(int_part) - num_used_bits = num_used_bits + 1 - - decimals = mul - int(mul) - if type(num_bits) is type(None): - if decimals == 0: - break - elif num_used_bits >= num_bits: - break - if type(num_bits) is type(None): - pass - elif len(result) < num_bits: - num_remaining_bits = num_bits - len(result) - result = result + "0" * num_remaining_bits - - integers_bin = bin(integers)[2:] - result = str(integers_bin) + "." + str(result) - return result - - -def bin2float(bin_num): - """ - Converts a binary number to a floating-point number. - - bin_num: The binary number as a string. - - Returns the floating-point representation. - """ - - if bin_num.find(".") == -1: - # No decimals in the binary number. - integers = bin_num - decimals = "" - else: - integers, decimals = bin_num.split(".") - result = Decimal(0.0) - - # Working with integers. - for idx, bit in enumerate(integers): - if bit == "0": - continue - mul = 2 ** idx - result = result + Decimal(mul) - - # Working with decimals. - for idx, bit in enumerate(decimals): - if bit == "0": - continue - mul = Decimal(1.0) / Decimal((2 ** (idx + 1))) - result = result + mul - return result - - -if __name__ == "__main__": - coder = CustomArithmeticEncoding({}) - - low = 0.00324 - high = 0.357 - - # slow_code = coder.encode_binary(low, high) - fast_code = coder.custom_binary_encoding(low, high) - - # print(slow_code) - print(fast_code)