update logs

logs/sokoban/source:boxoban/{model:java-gpt2/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.1/seed-9/checkpoint-1000 → model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-0/checkpoint-84294}/config.json

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "microsoft/CodeGPT-small-java-adaptedGPT2",
+  "_name_or_path": "gpt2",
   "activation_function": "gelu_new",
   "architectures": [
     "GPT2LMHeadModel"
@@ -8,7 +8,6 @@
   "bos_token_id": 50256,
   "embd_pdrop": 0.1,
   "eos_token_id": 50256,
-  "gradient_checkpointing": false,
   "initializer_range": 0.02,
   "layer_norm_epsilon": 1e-05,
   "model_type": "gpt2",
@@ -36,5 +35,5 @@
   "torch_dtype": "float32",
   "transformers_version": "4.25.1",
   "use_cache": true,
-  "vocab_size": 50263
+  "vocab_size": 9343
 }

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-0/checkpoint-84294/global_step.txt

@@ -0,0 +1 @@
+84294

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-0/checkpoint-84294/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b068947309d7ff66842b48f788a0bebd7683bf029fdb91e25d0e13ed944314bf
+size 547880960

logs/sokoban/source:boxoban/{model:gpt2/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-6/checkpoint-210 → model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-0/checkpoint-84294}/pytorch_model.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:312ed70035bc5e47ba9e8c476193dd31d1c1a49dcff983fe1ab5a842e547964a
-size 476053504
+oid sha256:2d127dde81be428fba0d7ae3a1f0ad1a3318cf43d8246e0f815c75e6836a82e7
+size 384710205

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-0/config.json

@@ -0,0 +1 @@
+{"game": "sokoban", "source": "boxoban", "level_key": "level", "annotation_keys": null, "num_annotation_buckets": null, "holdout_solution_lens": null, "chunk_size": 128, "novelty_threshold": 5, "sample_prop": 0.001, "model": "gpt2-untrained", "warmup_proportion": 0.0002, "weight_decay": 0.01, "max_grad_norm": 1, "learning_rate": 0.0001, "exp_name": "", "overwrite": false, "seed": 0, "batch_size": 32, "num_train_steps": 100000, "save_freq": 1000, "eval_freq": 1000, "no_log": false, "render": false, "num_eval_proc": 1, "num_eval_samples": 10, "gen_freq": 500, "gen_len": 128, "gen_temp": 1.0, "gen_beams": 5, "gen_top_k": 50, "gen_top_p": 1.0, "gen_typical_p": 1.0, "sample_contexts": false}

logs/sokoban/source:boxoban/{model:gpt2/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-5/checkpoint-182/optimizer.pt → model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-0/events.out.tfevents.1675816787.learnfair0386.3810294.0}

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d9154cded92a17209b81751acec259adf542f45fccf81d1cdf58ebbed57ad4ee
-size 4718592
+oid sha256:68983cb7904b8fd2d4f65b03eaedceb86ad3a913ee24be6d773eb1daf8e20c70
+size 4252627

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-0/temp-1.0_topk-50_topp-1.0_typicalp-1.0_beams-5_threshold-5.json

@@ -0,0 +1,129 @@
+{
+    "novelty_threshold": 5,
+    "prop_accurate": 1.0,
+    "prop_playable": 1.0,
+    "prop_novel": 0.0,
+    "prop_novel_playable_accurate": 0.0,
+    "diversity": 0.2,
+    "restricted_diversity": -0.1,
+    "samples": [
+        "##########\n#--------#\n#--$--.--#\n#-$---.--#\n#---.#####\n#-#.######\n###-######\n#-$$######\n#--@######\n##########",
+        "##########\n#--------#\n#--$--.--#\n#-$---.--#\n#---.#####\n#-#.######\n###-######\n#-$$######\n#--@######\n##########",
+        "##########\n#--------#\n#--$--.--#\n#-$---.--#\n#---.#####\n#-#.######\n###-######\n#-$$######\n#--@######\n##########",
+        "##########\n#--------#\n#--$--.--#\n#-$---.--#\n#---.#####\n#-#.######\n###-######\n#-$$######\n#--@######\n##########",
+        "##########\n#--------#\n#--$--.--#\n#-$---.--#\n#---.#####\n#-#.######\n###-######\n#-$$######\n#--@######\n##########",
+        "##########\n#--------#\n#--$--.--#\n#-$---.--#\n#---.#####\n#-#.######\n###-######\n#-$$######\n#--@######\n##########",
+        "##########\n#--------#\n#--$--.--#\n#-$---.--#\n#---.#####\n#-#.######\n###-######\n#-$$######\n#--@######\n##########",
+        "##########\n##########\n##########\n#-########\n#-####@###\n#.####$-.#\n#-###--$-#\n#$-#---$.#\n#.-----###\n##########",
+        "##########\n#--------#\n#--$--.--#\n#-$---.--#\n#---.#####\n#-#.######\n###-######\n#-$$######\n#--@######\n##########",
+        "##########\n#--------#\n#--$--.--#\n#-$---.--#\n#---.#####\n#-#.######\n###-######\n#-$$######\n#--@######\n##########"
+    ],
+    "solutions": [
+        "22221122333311143331111433444411234322",
+        "22221122333311143331111433444411234322",
+        "22221122333311143331111433444411234322",
+        "22221122333311143331111433444411234322",
+        "22221122333311143331111433444411234322",
+        "22221122333311143331111433444411234322",
+        "22221122333311143331111433444411234322",
+        "43344113322114141411122434332333212314441111",
+        "22221122333311143331111433444411234322",
+        "22221122333311143331111433444411234322"
+    ],
+    "accuracies": [
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true
+    ],
+    "novelties": [
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false
+    ],
+    "infos": [
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 38
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 38
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 38
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 38
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 38
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 38
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 38
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 44
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 38
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 38
+        }
+    ]
+}

logs/sokoban/source:boxoban/{model:java-gpt2/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.1/seed-9/checkpoint-1369 → model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-1/checkpoint-77000}/config.json

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "microsoft/CodeGPT-small-java-adaptedGPT2",
+  "_name_or_path": "gpt2",
   "activation_function": "gelu_new",
   "architectures": [
     "GPT2LMHeadModel"
@@ -8,7 +8,6 @@
   "bos_token_id": 50256,
   "embd_pdrop": 0.1,
   "eos_token_id": 50256,
-  "gradient_checkpointing": false,
   "initializer_range": 0.02,
   "layer_norm_epsilon": 1e-05,
   "model_type": "gpt2",
@@ -36,5 +35,5 @@
   "torch_dtype": "float32",
   "transformers_version": "4.25.1",
   "use_cache": true,
-  "vocab_size": 50263
+  "vocab_size": 9343
 }

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-1/checkpoint-77000/global_step.txt

@@ -0,0 +1 @@
+77000

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-1/checkpoint-77000/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc92801083ec8a550327f36d8ed080600c570da1cae878a6347b00825c74a1d3
+size 744266053

logs/sokoban/source:boxoban/{model:gpt2/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-7/checkpoint-196 → model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-1/checkpoint-77000}/pytorch_model.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:62df1b95c979704b7f6064811832915c71c3a9c8b2de1833d21dc79a90344668
-size 510132224
+oid sha256:7eeba4ea2d5e8f15ad1fbda3bfcfc88dd622f10bf397dbf5232d8f1674ad27d1
+size 384710205

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-1/config.json

@@ -0,0 +1 @@
+{"game": "sokoban", "source": "boxoban", "level_key": "level", "annotation_keys": null, "num_annotation_buckets": null, "holdout_solution_lens": null, "chunk_size": 128, "novelty_threshold": 5, "sample_prop": 0.001, "model": "gpt2-untrained", "warmup_proportion": 0.0002, "weight_decay": 0.01, "max_grad_norm": 1, "learning_rate": 0.0001, "exp_name": "", "overwrite": false, "seed": 1, "batch_size": 32, "num_train_steps": 100000, "save_freq": 1000, "eval_freq": 1000, "no_log": false, "render": false, "num_eval_proc": 1, "num_eval_samples": 10, "gen_freq": 500, "gen_len": 128, "gen_temp": 1.0, "gen_beams": 5, "gen_top_k": 50, "gen_top_p": 1.0, "gen_typical_p": 1.0, "sample_contexts": false}

logs/sokoban/source:boxoban/{model:java-gpt2/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.1/seed-8/checkpoint-1000/optimizer.pt → model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-1/events.out.tfevents.1675816781.learnfair0513.1184091.0}

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:655b8ccd3dda7b7d43676362fa920b0bcffa6726098c33f818af408ac97480a6
-size 65798144
+oid sha256:857b02fab5110202ed0dc3df8124dd150a21a2e90e733eb236c10f6f4e66d924
+size 3882414

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-1/temp-1.0_topk-50_topp-1.0_typicalp-1.0_beams-5_threshold-5.json

@@ -0,0 +1,129 @@
+{
+    "novelty_threshold": 5,
+    "prop_accurate": 1.0,
+    "prop_playable": 0.9,
+    "prop_novel": 0.0,
+    "prop_novel_playable_accurate": 0.0,
+    "diversity": 0.4,
+    "restricted_diversity": -0.1,
+    "samples": [
+        "##########\n#--------#\n#--$-----#\n#----##-.#\n#.$-####-#\n#--####--#\n#-#####$-#\n###@.--$-#\n#####--.-#\n##########",
+        "##########\n#--------#\n#--$-----#\n#----##-.#\n#.$-####-#\n#--####--#\n#-#####$-#\n###@.--$-#\n#####--.-#\n##########",
+        "##########\n#--------#\n#--$-----#\n#----##-.#\n#.$-####-#\n#--####--#\n#-#####$-#\n###@.--$-#\n#####--.-#\n##########",
+        "##########\n#--#######\n#-$-######\n#..-######\n#-$-######\n#---######\n#-$#######\n#@$-#-####\n#--.--.--#\n##########",
+        "##########\n#--------#\n#--$-----#\n#----##-.#\n#.$-####-#\n#--####--#\n#-#####$-#\n###@.--$-#\n#####--.-#\n##########",
+        "##########\n#--#######\n#-$-######\n#..-######\n#-$-######\n#---######\n#-$#######\n#@$-#-####\n#--.--.--#\n##########",
+        "##########\n##########\n##########\n##########\n##########\n#-########\n#--#--#--#\n#-$$$.-$-#\n#.-.--@-.#\n##########",
+        "##########\n#--------#\n#--$-----#\n#----##-.#\n#.$-####-#\n#--####--#\n#-#####$-#\n###@.--$-#\n#####--.-#\n##########",
+        "##########\n##########\n##########\n##########\n##########\n#-########\n#--#--#--#\n#-$$$.-$-#\n#.-.--@-.#\n##########",
+        "##########\n#--------#\n#-$-$-$-##\n#---###--#\n#--###.-@#\n##--######\n#-$-######\n#-.--#####\n##.---.--#\n##########"
+    ],
+    "solutions": [
+        "3334332111333221443222212111411234413223333234",
+        "3334332111333221443222212111411234413223333234",
+        "3334332111333221443222212111411234413223333234",
+        "4332141222344143333112122322144221223434441124344143",
+        "3334332111333221443222212111411234413223333234",
+        "4332141222344143333112122322144221223434441124344143",
+        "33214111111223414333322141121433334133321",
+        "3334332111333221443222212111411234413223333234",
+        "33214111111223414333322141121433334133321",
+        ""
+    ],
+    "accuracies": [
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true
+    ],
+    "novelties": [
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false
+    ],
+    "infos": [
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 46
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 46
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 46
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 52
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 46
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 52
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 41
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 46
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 41
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": -1
+        }
+    ]
+}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-2/checkpoint-73000/config.json

@@ -0,0 +1,39 @@
+{
+  "_name_or_path": "gpt2",
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 50256,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_ctx": 1024,
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.1,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 50
+    }
+  },
+  "torch_dtype": "float32",
+  "transformers_version": "4.25.1",
+  "use_cache": true,
+  "vocab_size": 9343
+}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-2/checkpoint-73000/global_step.txt

@@ -0,0 +1 @@
+73000

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-2/checkpoint-73000/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dfcad6dbd094be19be5fa914d2b6608c5aaee53ef114b84b0dce7e49a2cd7a52
+size 744266053

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-2/checkpoint-73000/pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:747806c2c5ab7503de2d81f869dcf6a3e4c0c892d7b2b6a8822a824371c537fb
+size 384710205

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-2/config.json

@@ -0,0 +1 @@
+{"game": "sokoban", "source": "boxoban", "level_key": "level", "annotation_keys": null, "num_annotation_buckets": null, "holdout_solution_lens": null, "chunk_size": 128, "novelty_threshold": 5, "sample_prop": 0.001, "model": "gpt2-untrained", "warmup_proportion": 0.0002, "weight_decay": 0.01, "max_grad_norm": 1, "learning_rate": 0.0001, "exp_name": "", "overwrite": false, "seed": 2, "batch_size": 32, "num_train_steps": 100000, "save_freq": 1000, "eval_freq": 1000, "no_log": false, "render": false, "num_eval_proc": 1, "num_eval_samples": 10, "gen_freq": 500, "gen_len": 128, "gen_temp": 1.0, "gen_beams": 5, "gen_top_k": 50, "gen_top_p": 1.0, "gen_typical_p": 1.0, "sample_contexts": false}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-2/events.out.tfevents.1675816782.learnfair0514.563993.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8623cde92a0e8c6ad55b2d4b3cceb4912917adacc715578be7959dfb54815530
+size 3679852

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-2/temp-1.0_topk-50_topp-1.0_typicalp-1.0_beams-5_threshold-5.json

@@ -0,0 +1,129 @@
+{
+    "novelty_threshold": 5,
+    "prop_accurate": 1.0,
+    "prop_playable": 0.6,
+    "prop_novel": 0.0,
+    "prop_novel_playable_accurate": 0.0,
+    "diversity": 0.8,
+    "restricted_diversity": -0.1,
+    "samples": [
+        "##########\n#-------.#\n#--.-----#\n######--##\n#######--#\n######---#\n##-#-$$-##\n##-$-#-$##\n#-..-@---#\n##########",
+        "##########\n##########\n##########\n##########\n##########\n###-####.#\n##@$---.-#\n###-$--$-#\n#####..$-#\n##########",
+        "##########\n#--------#\n#-@-----.#\n#--#####.#\n#--####--#\n#-$-.#.$-#\n#--#---$-#\n#-$#-----#\n#--#######\n##########",
+        "##########\n##########\n##########\n##########\n########-#\n#####@#--#\n#-.--$---#\n#-$-$.#$-#\n####-..--#\n##########",
+        "##########\n#--------#\n#-@-----.#\n#--#####.#\n#--####--#\n#-$-.#.$-#\n#--#---$-#\n#-$#-----#\n#--#######\n##########",
+        "##########\n#-----####\n#-$.######\n#-####--##\n#-####.-##\n#--###--.#\n#-$##-$-##\n#--$-@-.##\n#------###\n##########",
+        "##########\n#------###\n#-$-$.-###\n#-.#######\n#-########\n#-########\n#-########\n#.-----$-#\n#--#@$-.-#\n##########",
+        "##########\n##########\n##########\n#-########\n#-----####\n#--$@$$--#\n#.-#-$--.#\n#.#-##---#\n#-----#.-#\n##########",
+        "##########\n#--------#\n#-.$-$.$-#\n#---###$-#\n#-#####.-#\n#-#####--#\n#-----#-@#\n#---##---#\n####---.-#\n##########",
+        "##########\n#--------#\n#-@-----.#\n#--#####.#\n#--####--#\n#-$-.#.$-#\n#--#---$-#\n#-$#-----#\n#--#######\n##########"
+    ],
+    "solutions": [
+        "",
+        "3433233344121234321114112333",
+        "",
+        "442114343122111433233423334412321111143",
+        "",
+        "2343214141112333432111112222231444341433333223",
+        "211122222234331114444433333433211111133433",
+        "43343322141112112333414333422111121144223341214",
+        "22222111141323341323341444442222221143211143323344",
+        ""
+    ],
+    "accuracies": [
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true
+    ],
+    "novelties": [
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false
+    ],
+    "infos": [
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": -1
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 28
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": -1
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 39
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": -1
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 46
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 42
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 47
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 50
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": -1
+        }
+    ]
+}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-3/checkpoint-79758/config.json

@@ -0,0 +1,39 @@
+{
+  "_name_or_path": "gpt2",
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 50256,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_ctx": 1024,
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.1,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 50
+    }
+  },
+  "torch_dtype": "float32",
+  "transformers_version": "4.25.1",
+  "use_cache": true,
+  "vocab_size": 9343
+}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-3/checkpoint-79758/global_step.txt

@@ -0,0 +1 @@
+79758

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-3/checkpoint-79758/pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0954a54d6ddcebc5d6dcc565ca1e526d2107af3efd015fbbf4201ec3afe9f779
+size 113246208

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-3/checkpoint-79772/config.json

@@ -0,0 +1,39 @@
+{
+  "_name_or_path": "gpt2",
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 50256,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_ctx": 1024,
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.1,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 50
+    }
+  },
+  "torch_dtype": "float32",
+  "transformers_version": "4.25.1",
+  "use_cache": true,
+  "vocab_size": 9343
+}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-3/checkpoint-79772/global_step.txt

@@ -0,0 +1 @@
+79772

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-3/checkpoint-79772/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b1d7c45c35fa517d017902d549369bde0f724863280fb2ebf29bccf5686f9c06
+size 744266053

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-3/checkpoint-79772/pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3ea89276a1a863062886a6c2214dcd40e6ede97b05b026db3af38873d4963c6
+size 384710205

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-3/config.json

@@ -0,0 +1 @@
+{"game": "sokoban", "source": "boxoban", "level_key": "level", "annotation_keys": null, "num_annotation_buckets": null, "holdout_solution_lens": null, "chunk_size": 128, "novelty_threshold": 5, "sample_prop": 0.001, "model": "gpt2-untrained", "warmup_proportion": 0.0002, "weight_decay": 0.01, "max_grad_norm": 1, "learning_rate": 0.0001, "exp_name": "", "overwrite": false, "seed": 3, "batch_size": 32, "num_train_steps": 100000, "save_freq": 1000, "eval_freq": 1000, "no_log": false, "render": false, "num_eval_proc": 1, "num_eval_samples": 10, "gen_freq": 500, "gen_len": 128, "gen_temp": 1.0, "gen_beams": 5, "gen_top_k": 50, "gen_top_p": 1.0, "gen_typical_p": 1.0, "sample_contexts": false}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-3/events.out.tfevents.1675816782.learnfair0518.1069922.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c037915f59bc7ee2241b50deda0e6b2515db089465984d5d2f7cbb4f616d5291
+size 4022768

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-3/temp-1.0_topk-50_topp-1.0_typicalp-1.0_beams-5_threshold-5.json

@@ -0,0 +1,129 @@
+{
+    "novelty_threshold": 5,
+    "prop_accurate": 1.0,
+    "prop_playable": 1.0,
+    "prop_novel": 0.0,
+    "prop_novel_playable_accurate": 0.0,
+    "diversity": 0.2,
+    "restricted_diversity": -0.1,
+    "samples": [
+        "##########\n#--------#\n#---.$-$-#\n##-####-$#\n##.-####-#\n##--####-#\n#--####--#\n#@--###$-#\n#----.--.#\n##########",
+        "##########\n#--------#\n#---.$-$-#\n##-####-$#\n##.-####-#\n##--####-#\n#--####--#\n#@--###$-#\n#----.--.#\n##########",
+        "##########\n#--------#\n#-.$-$-.-#\n#.-#######\n#-$#######\n#--#######\n#-########\n#---#-####\n#--.--$@##\n##########",
+        "##########\n#--------#\n#---.$-$-#\n##-####-$#\n##.-####-#\n##--####-#\n#--####--#\n#@--###$-#\n#----.--.#\n##########",
+        "##########\n#--------#\n#---.$-$-#\n##-####-$#\n##.-####-#\n##--####-#\n#--####--#\n#@--###$-#\n#----.--.#\n##########",
+        "##########\n#--------#\n#---.$-$-#\n##-####-$#\n##.-####-#\n##--####-#\n#--####--#\n#@--###$-#\n#----.--.#\n##########",
+        "##########\n#--------#\n#---.$-$-#\n##-####-$#\n##.-####-#\n##--####-#\n#--####--#\n#@--###$-#\n#----.--.#\n##########",
+        "##########\n#--------#\n#---.$-$-#\n##-####-$#\n##.-####-#\n##--####-#\n#--####--#\n#@--###$-#\n#----.--.#\n##########",
+        "##########\n#--------#\n#---.$-$-#\n##-####-$#\n##.-####-#\n##--####-#\n#--####--#\n#@--###$-#\n#----.--.#\n##########",
+        "##########\n#--------#\n#---.$-$-#\n##-####-$#\n##.-####-#\n##--####-#\n#--####--#\n#@--###$-#\n#----.--.#\n##########"
+    ],
+    "solutions": [
+        "3343333322143411111211433312122222233334111214422333333411133344444",
+        "3343333322143411111211433312122222233334111214422333333411133344444",
+        "11112114312223212223334331121143114432122334121433233411",
+        "3343333322143411111211433312122222233334111214422333333411133344444",
+        "3343333322143411111211433312122222233334111214422333333411133344444",
+        "3343333322143411111211433312122222233334111214422333333411133344444",
+        "3343333322143411111211433312122222233334111214422333333411133344444",
+        "3343333322143411111211433312122222233334111214422333333411133344444",
+        "3343333322143411111211433312122222233334111214422333333411133344444",
+        "3343333322143411111211433312122222233334111214422333333411133344444"
+    ],
+    "accuracies": [
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true
+    ],
+    "novelties": [
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false
+    ],
+    "infos": [
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 67
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 67
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 56
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 67
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 67
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 67
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 67
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 67
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 67
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 67
+        }
+    ]
+}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-4/checkpoint-71000/config.json

@@ -0,0 +1,39 @@
+{
+  "_name_or_path": "gpt2",
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 50256,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_ctx": 1024,
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.1,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 50
+    }
+  },
+  "torch_dtype": "float32",
+  "transformers_version": "4.25.1",
+  "use_cache": true,
+  "vocab_size": 9343
+}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-4/checkpoint-71000/global_step.txt

@@ -0,0 +1 @@
+71000

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-4/checkpoint-71000/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:96aa265e863786748dff6bbb4b99c903854a42eddbc3ce53d95ff0c9bc0ec327
+size 744266053

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-4/checkpoint-71000/pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fda4eb1b32774c4bfc38fba5a548f007faa6980460269633f7901b7d4281d60b
+size 384710205

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-4/config.json

@@ -0,0 +1 @@
+{"game": "sokoban", "source": "boxoban", "level_key": "level", "annotation_keys": null, "num_annotation_buckets": null, "holdout_solution_lens": null, "chunk_size": 128, "novelty_threshold": 5, "sample_prop": 0.001, "model": "gpt2-untrained", "warmup_proportion": 0.0002, "weight_decay": 0.01, "max_grad_norm": 1, "learning_rate": 0.0001, "exp_name": "", "overwrite": false, "seed": 4, "batch_size": 32, "num_train_steps": 100000, "save_freq": 1000, "eval_freq": 1000, "no_log": false, "render": false, "num_eval_proc": 1, "num_eval_samples": 10, "gen_freq": 500, "gen_len": 128, "gen_temp": 1.0, "gen_beams": 5, "gen_top_k": 50, "gen_top_p": 1.0, "gen_typical_p": 1.0, "sample_contexts": false}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-4/events.out.tfevents.1675816781.learnfair0520.3027159.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:33960c6fe309fb6c0329ed325b9e21e9e6c01c8d970a2e00112d68e2f32ab16e
+size 3578570

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-4/temp-1.0_topk-50_topp-1.0_typicalp-1.0_beams-5_threshold-5.json

@@ -0,0 +1,129 @@
+{
+    "novelty_threshold": 5,
+    "prop_accurate": 1.0,
+    "prop_playable": 0.3,
+    "prop_novel": 0.0,
+    "prop_novel_playable_accurate": 0.0,
+    "diversity": 0.4,
+    "restricted_diversity": -0.1,
+    "samples": [
+        "##########\n#-------##\n#----$--##\n#--###.-##\n#.####$-##\n#--##---##\n#---.-#$-#\n#-$.-----#\n#-----@-##\n##########",
+        "##########\n#-------##\n#----$--##\n#--###.-##\n#.####$-##\n#--##---##\n#---.-#$-#\n#-$.-----#\n#-----@-##\n##########",
+        "##########\n#-------##\n#----$--##\n#--###.-##\n#.####$-##\n#--##---##\n#---.-#$-#\n#-$.-----#\n#-----@-##\n##########",
+        "##########\n#-------##\n#-----$-##\n#--#######\n#--#######\n#--.$-.###\n#--#---.##\n#-.-#$$-##\n#--@---###\n##########",
+        "##########\n#-------##\n#----$--##\n#--###.-##\n#.####$-##\n#--##---##\n#---.-#$-#\n#-$.-----#\n#-----@-##\n##########",
+        "##########\n#--------#\n#-#---#--#\n#.@####--#\n#-######-#\n#---###--#\n#-$$-##--#\n#-.$.-##-#\n###---.$-#\n##########",
+        "##########\n#-------##\n#----$--##\n#--###.-##\n#.####$-##\n#--##---##\n#---.-#$-#\n#-$.-----#\n#-----@-##\n##########",
+        "##########\n#-------##\n#-----$-##\n#--#######\n#--#######\n#--.$-.###\n#--#---.##\n#-.-#$$-##\n#--@---###\n##########",
+        "##########\n#-------##\n#----$--##\n#--###.-##\n#.####$-##\n#--##---##\n#---.-#$-#\n#-$.-----#\n#-----@-##\n##########",
+        "##########\n#--------#\n#-$$-#---#\n##--###-@#\n#--#####-#\n#-.#####-#\n##-##-.#.#\n#-$-$--.-#\n#--------#\n##########"
+    ],
+    "solutions": [
+        "",
+        "",
+        "",
+        "33241121222223332334111121444442334332113444322",
+        "",
+        "1223333334344444413222221221111114444443243433212121343441211223342112444332214",
+        "",
+        "33241121222223332334111121444442334332113444322",
+        "",
+        ""
+    ],
+    "accuracies": [
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true
+    ],
+    "novelties": [
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false
+    ],
+    "infos": [
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": -1
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": -1
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": -1
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 47
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": -1
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 79
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": -1
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 47
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": -1
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": -1
+        }
+    ]
+}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-5/checkpoint-78000/config.json

@@ -0,0 +1,39 @@
+{
+  "_name_or_path": "gpt2",
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 50256,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_ctx": 1024,
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.1,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 50
+    }
+  },
+  "torch_dtype": "float32",
+  "transformers_version": "4.25.1",
+  "use_cache": true,
+  "vocab_size": 9343
+}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-5/checkpoint-78000/global_step.txt

@@ -0,0 +1 @@
+78000

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-5/checkpoint-78000/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:35cbec5bfdeac9dbc473da6bdef9e5a9a2be18b4aa790147e5637c3a65c8e173
+size 744266053

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-5/checkpoint-78000/pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7791432f06c068e23638f113bb2047f244678ec09eaec024326e2e7f8eb1e1f0
+size 384710205

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-5/config.json

@@ -0,0 +1 @@
+{"game": "sokoban", "source": "boxoban", "level_key": "level", "annotation_keys": null, "num_annotation_buckets": null, "holdout_solution_lens": null, "chunk_size": 128, "novelty_threshold": 5, "sample_prop": 0.001, "model": "gpt2-untrained", "warmup_proportion": 0.0002, "weight_decay": 0.01, "max_grad_norm": 1, "learning_rate": 0.0001, "exp_name": "", "overwrite": false, "seed": 5, "batch_size": 32, "num_train_steps": 100000, "save_freq": 1000, "eval_freq": 1000, "no_log": false, "render": false, "num_eval_proc": 1, "num_eval_samples": 10, "gen_freq": 500, "gen_len": 128, "gen_temp": 1.0, "gen_beams": 5, "gen_top_k": 50, "gen_top_p": 1.0, "gen_typical_p": 1.0, "sample_contexts": false}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-5/events.out.tfevents.1675816781.learnfair0547.1568482.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2f5b5ac777f3099744c4e703a286551d7079dd789632d16d6c78846e2bc490f
+size 3933052

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-5/temp-1.0_topk-50_topp-1.0_typicalp-1.0_beams-5_threshold-5.json

@@ -0,0 +1,129 @@
+{
+    "novelty_threshold": 5,
+    "prop_accurate": 1.0,
+    "prop_playable": 1.0,
+    "prop_novel": 0.0,
+    "prop_novel_playable_accurate": 0.0,
+    "diversity": 0.4,
+    "restricted_diversity": -0.1,
+    "samples": [
+        "##########\n#--------#\n#-$--#-$-#\n####$###.#\n#--.--.$-#\n#------#-#\n#######--#\n########-#\n#####-@-.#\n##########",
+        "##########\n#--------#\n#-$.$-#--#\n#..#######\n#.########\n#-@#######\n#-########\n#---$-$-##\n#--------#\n##########",
+        "##########\n#--------#\n#--##----#\n#-######-#\n#---$-#.-#\n#.--#@$$-#\n######-$-#\n######-.-#\n######.-##\n##########",
+        "##########\n#--------#\n#-$.$-#--#\n#..#######\n#.########\n#-@#######\n#-########\n#---$-$-##\n#--------#\n##########",
+        "##########\n#---######\n#-$-######\n#----#@-##\n###-##$$##\n###-##--.#\n###-##-.-#\n##--#--$-#\n##-----..#\n##########",
+        "##########\n#---######\n#-$-######\n#----#@-##\n###-##$$##\n###-##--.#\n###-##-.-#\n##--#--$-#\n##-----..#\n##########",
+        "##########\n#--------#\n#-$--#-$-#\n####$###.#\n#--.--.$-#\n#------#-#\n#######--#\n########-#\n#####-@-.#\n##########",
+        "##########\n#--------#\n#-$.$-#--#\n#..#######\n#.########\n#-@#######\n#-########\n#---$-$-##\n#--------#\n##########",
+        "##########\n#--------#\n#-$.$-#--#\n#..#######\n#.########\n#-@#######\n#-########\n#---$-$-##\n#--------#\n##########",
+        "##########\n#--------#\n#-$--#-$-#\n####$###.#\n#--.--.$-#\n#------#-#\n#######--#\n########-#\n#####-@-.#\n##########"
+    ],
+    "solutions": [
+        "3322221111133333222111144223333444114111233331112221114332344223333444444222111411231411234332312223343234",
+        "12222343233412114144444343332111412222444334333321111141222",
+        "211411222323333334444413221442232211121111444433213334344232322221111114144",
+        "12222343233412114144444343332111412222444334333321111141222",
+        "4234143144143321141122222112323444444143333",
+        "4234143144143321141122222112323444444143333",
+        "3322221111133333222111144223333444114111233331112221114332344223333444444222111411231411234332312223343234",
+        "12222343233412114144444343332111412222444334333321111141222",
+        "12222343233412114144444343332111412222444334333321111141222",
+        "3322221111133333222111144223333444114111233331112221114332344223333444444222111411231411234332312223343234"
+    ],
+    "accuracies": [
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true,
+        true
+    ],
+    "novelties": [
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false,
+        false
+    ],
+    "infos": [
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 106
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 59
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 75
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 59
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 43
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 43
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 106
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 59
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 59
+        },
+        {
+            "width": 10,
+            "height": 10,
+            "num_targets": 4,
+            "prop_empty": 0.0,
+            "solution_len": 106
+        }
+    ]
+}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-6/checkpoint-73000/config.json

@@ -0,0 +1,39 @@
+{
+  "_name_or_path": "gpt2",
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 50256,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_ctx": 1024,
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.1,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 50
+    }
+  },
+  "torch_dtype": "float32",
+  "transformers_version": "4.25.1",
+  "use_cache": true,
+  "vocab_size": 9343
+}

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-6/checkpoint-73000/global_step.txt

@@ -0,0 +1 @@
+73000

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-6/checkpoint-73000/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:76933d1b94832349b4c4f90fba7e87b30b6a9a6c80b36a1639bfbc6a0b8e61dc
+size 744266053

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-6/checkpoint-73000/pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3d103ff33cc9ec60238df9edc39543df2c1dd1c1ef60216454dd8d227cc72573
+size 384710205

logs/sokoban/source:boxoban/model:gpt2-untrained/level_key:level/annotation_keys:None/num_annotation_buckets:None/holdouts:None/chunk_size-128_lr-0.0001/sample_prop:0.001/seed-6/config.json

@@ -0,0 +1 @@
+{"game": "sokoban", "source": "boxoban", "level_key": "level", "annotation_keys": null, "num_annotation_buckets": null, "holdout_solution_lens": null, "chunk_size": 128, "novelty_threshold": 5, "sample_prop": 0.001, "model": "gpt2-untrained", "warmup_proportion": 0.0002, "weight_decay": 0.01, "max_grad_norm": 1, "learning_rate": 0.0001, "exp_name": "", "overwrite": false, "seed": 6, "batch_size": 32, "num_train_steps": 100000, "save_freq": 1000, "eval_freq": 1000, "no_log": false, "render": false, "num_eval_proc": 1, "num_eval_samples": 10, "gen_freq": 500, "gen_len": 128, "gen_temp": 1.0, "gen_beams": 5, "gen_top_k": 50, "gen_top_p": 1.0, "gen_typical_p": 1.0, "sample_contexts": false}