diff --git a/.gitignore b/.gitignore
index 5fb8bb61..3ed252bc 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,4 @@
+ims/
 out.txt
 out2.txt
 out1.txt
diff --git a/acdc/TLACDCCorrespondence.py b/acdc/TLACDCCorrespondence.py
index 814b999d..2699f5fe 100644
--- a/acdc/TLACDCCorrespondence.py
+++ b/acdc/TLACDCCorrespondence.py
@@ -98,7 +98,7 @@ def remove_edge(
         child.parents.remove(parent)        
 
     @classmethod
-    def setup_from_model(cls, model, use_pos_embed=False):
+    def setup_from_model(cls, model, use_pos_embed=False, use_split_qkv=True):
         correspondence = cls()
 
         downstream_residual_nodes: List[TLACDCInterpNode] = []
@@ -167,34 +167,51 @@ def setup_from_model(cls, model, use_pos_embed=False):
                         safe=False,
                     )
 
-                for letter in "qkv":
-                    hook_letter_name = f"blocks.{layer_idx}.attn.hook_{letter}"
-                    hook_letter_slice = TorchIndex([None, None, head_idx])
-                    hook_letter_node = TLACDCInterpNode(name=hook_letter_name, index=hook_letter_slice, incoming_edge_type=EdgeType.DIRECT_COMPUTATION)
-                    correspondence.add_node(hook_letter_node)
+                if use_split_qkv:
+                    for letter in "qkv":
+                        hook_letter_name = f"blocks.{layer_idx}.attn.hook_{letter}"
+                        hook_letter_slice = TorchIndex([None, None, head_idx])
+                        hook_letter_node = TLACDCInterpNode(name=hook_letter_name, index=hook_letter_slice, incoming_edge_type=EdgeType.DIRECT_COMPUTATION)
+                        correspondence.add_node(hook_letter_node)
 
-                    hook_letter_input_name = f"blocks.{layer_idx}.hook_{letter}_input"
-                    hook_letter_input_slice = TorchIndex([None, None, head_idx])
-                    hook_letter_input_node = TLACDCInterpNode(
-                        name=hook_letter_input_name, index=hook_letter_input_slice, incoming_edge_type=EdgeType.ADDITION
-                    )
-                    correspondence.add_node(hook_letter_input_node)
+                        hook_letter_input_name = f"blocks.{layer_idx}.hook_{letter}_input"
+                        hook_letter_input_slice = TorchIndex([None, None, head_idx])
+                        hook_letter_input_node = TLACDCInterpNode(
+                            name=hook_letter_input_name, index=hook_letter_input_slice, incoming_edge_type=EdgeType.ADDITION
+                        )
+                        correspondence.add_node(hook_letter_input_node)
+
+                        correspondence.add_edge(
+                            parent_node = hook_letter_node,
+                            child_node = cur_head,
+                            edge = Edge(edge_type=EdgeType.PLACEHOLDER),
+                            safe = False,
+                        )
+
+                        correspondence.add_edge(
+                            parent_node=hook_letter_input_node,
+                            child_node=hook_letter_node,
+                            edge=Edge(edge_type=EdgeType.DIRECT_COMPUTATION),
+                            safe=False,
+                        )
+
+                        new_downstream_residual_nodes.append(hook_letter_input_node)
+
+                else:
+                    hook_head_name = f"blocks.{layer_idx}.hook_attn_in"
+                    hook_letter_slice = TorchIndex([None, None, head_idx])
+                    hook_head_node = TLACDCInterpNode(name=hook_head_name, index=hook_letter_slice, incoming_edge_type=EdgeType.ADDITION)
+                    correspondence.add_node(hook_head_node)
 
                     correspondence.add_edge(
-                        parent_node = hook_letter_node,
+                        parent_node = hook_head_node,
                         child_node = cur_head,
                         edge = Edge(edge_type=EdgeType.PLACEHOLDER),
                         safe = False,
                     )
 
-                    correspondence.add_edge(
-                        parent_node=hook_letter_input_node,
-                        child_node=hook_letter_node,
-                        edge=Edge(edge_type=EdgeType.DIRECT_COMPUTATION),
-                        safe=False,
-                    )
+                    new_downstream_residual_nodes.append(hook_head_node)
 
-                    new_downstream_residual_nodes.append(hook_letter_input_node)
             downstream_residual_nodes.extend(new_downstream_residual_nodes)
 
         if use_pos_embed:
diff --git a/acdc/TLACDCExperiment.py b/acdc/TLACDCExperiment.py
index d1a04648..6817accb 100644
--- a/acdc/TLACDCExperiment.py
+++ b/acdc/TLACDCExperiment.py
@@ -83,6 +83,7 @@ def __init__(
         names_mode: Literal["normal", "reverse", "shuffle"] = "normal",
         wandb_config: Optional[Namespace] = None,
         early_exit: bool = False,
+        use_split_qkv: bool = True,
     ):
         """Initialize the ACDC experiment"""
 
@@ -91,6 +92,7 @@ def __init__(
 
         model.reset_hooks()
 
+        self.use_split_qkv = use_split_qkv
         self.remove_redundant = remove_redundant
         self.indices_mode = indices_mode
         self.names_mode = names_mode
@@ -110,7 +112,7 @@ def __init__(
             warnings.warn("Never skipping edges, for now")
             skip_edges = "no"
 
-        self.corr = TLACDCCorrespondence.setup_from_model(self.model, use_pos_embed=use_pos_embed)
+        self.corr = TLACDCCorrespondence.setup_from_model(self.model, use_pos_embed=use_pos_embed, use_split_qkv=self.use_split_qkv)
 
         if early_exit: 
             return
@@ -186,7 +188,16 @@ def verify_model_setup(self):
         if not self.model.cfg.attn_only and "use_hook_mlp_in" in self.model.cfg.to_dict():
             assert self.model.cfg.use_hook_mlp_in, "Need to be able to see hook MLP inputs"
         assert self.model.cfg.use_attn_result, "Need to be able to see split by head outputs"
-        assert self.model.cfg.use_split_qkv_input, "Need to be able to see split by head QKV inputs"
+        
+        if self.use_split_qkv:
+            assert self.model.cfg.use_split_qkv_input, "Need to be able to see split by head QKV inputs"
+        else:
+            try:
+                assert self.model.cfg.use_attn_in
+            except AttributeError:
+                raise Exception("You need to be using the attention in version of the TransformerLens library, available here: https://github.com/ArthurConmy/TransformerLens/tree/arthur-add-attn-in . Alternatively, hopefully this is merged into Neel's main branch by the time you read this!")
+            except Exception as e:
+                raise e
 
     def update_cur_metric(self, recalc_metric=True, recalc_edges=True, initial=False):
         if recalc_metric:
@@ -644,6 +655,7 @@ def step(self, early_stop=False, testing=False):
                 print("Removing redundant node", self.current_node)
             self.remove_redundant_node(self.current_node)
 
+        # TODO add back
         if is_this_node_used and self.current_node.incoming_edge_type.value != EdgeType.PLACEHOLDER.value:
             fname = f"ims/img_new_{self.step_idx}.png"
             show(
@@ -776,10 +788,6 @@ def count_no_edges(self, verbose=False) -> int:
             print("No edge", cnt)
         return cnt
 
-    def reload_hooks(self):
-        old_corr = self.corr
-        self.corr = TLACDCCorrespondence.setup_from_model(self.model)
-
     def save_subgraph(self, fpath: Optional[str]=None, return_it=False) -> None:
         """Saves the subgraph as a Dictionary of all the edges, so it can be reloaded (or return that)"""
 
@@ -806,7 +814,11 @@ def load_subgraph(self, subgraph: Subgraph):
             receiver_name, receiver_torch_index, sender_name, sender_torch_index = tupl
             receiver_index, sender_index = receiver_torch_index.hashable_tuple, sender_torch_index.hashable_tuple
             set_of_edges.add((receiver_name, receiver_index, sender_name, sender_index))
-        assert set(subgraph.keys()) == set_of_edges, f"Ensure that the dictionary includes exactly the correct keys... e.g missing {list( set(set_of_edges) - set(subgraph.keys()) )[:1]} and has excess stuff { list(set(subgraph.keys()) - set_of_edges)[:1] }"
+
+        assert len(set(subgraph.keys()) - set_of_edges) == 0 or set(subgraph.keys()) == set_of_edges, f"Ensure that the dictionary includes exactly the correct keys... e.g missing {list( set(set_of_edges) - set(subgraph.keys()) )[:1]} and has excess stuff { list(set(subgraph.keys()) - set_of_edges)[:1] }"
+        if set(subgraph.keys()) != set_of_edges:
+            for edge in set_of_edges - set(subgraph.keys()):
+                subgraph[edge] = False
 
         print("Editing all edges...")
         for (receiver_name, receiver_index, sender_name, sender_index), is_present in subgraph.items():
diff --git a/acdc/acdc_graphics.py b/acdc/acdc_graphics.py
index 1186b5fd..515d57bf 100644
--- a/acdc/acdc_graphics.py
+++ b/acdc/acdc_graphics.py
@@ -61,8 +61,8 @@ def get_node_name(node: TLACDCInterpNode, show_full_index=True):
                 relevant_letter = letter
         name += "a" + node.name.split(".")[1] + "." + str(node.index.hashable_tuple[2]) + "_" + relevant_letter
 
-    # Handle attention hook_result
-    elif "hook_result" in node.name or any([qkv_substring in node.name for qkv_substring in qkv_substrings]):
+    # Handle attention hook_result or attn_in thing
+    elif "hook_result" in node.name or any([qkv_substring in node.name for qkv_substring in qkv_substrings]) or node.name.endswith("attn_in"):
         name = "a" + node.name.split(".")[1] + "." + str(node.index.hashable_tuple[2])
 
     # Handle MLPs
@@ -76,7 +76,8 @@ def get_node_name(node: TLACDCInterpNode, show_full_index=True):
         name += "resid_post"
 
     else:
-        raise ValueError(f"Unrecognized node name {node.name}")
+        # TODO add a warning here? Names may be cursed
+        name = node.name
 
     if show_full_index:
         name += f"_{str(node.index.graphviz_index())}"
@@ -98,6 +99,7 @@ def show(
     show_full_index: bool = True,
     remove_self_loops: bool = True,
     remove_qkv: bool = False,
+    show_effect_size_none: bool = False,
 ) -> pgv.AGraph:
     """
     Colorscheme: a color for each node name, or a string corresponding to a cmapy color scheme
@@ -130,7 +132,7 @@ def show(
                         # Important this go after the qkv removal
                         continue
 
-                    if edge.present and edge.effect_size is not None and edge.edge_type != EdgeType.PLACEHOLDER:
+                    if edge.present and (show_effect_size_none or edge.effect_size is not None) and edge.edge_type != EdgeType.PLACEHOLDER:
                         for node_name in [parent_name, child_name]:
                             g.add_node(
                                 node_name,
@@ -140,10 +142,11 @@ def show(
                                 fontname="Helvetica"
                             )
                         
+                        cur_effect_size = edge.effect_size if edge.effect_size is not None else 0
                         g.add_edge(
                             parent_name,
                             child_name,
-                            penwidth=str(max(minimum_penwidth, edge.effect_size)),
+                            penwidth=str(max(minimum_penwidth, cur_effect_size)),
                             color=colors[parent_name],
                         )
 
diff --git a/acdc/docstring/utils.py b/acdc/docstring/utils.py
index a56080c0..f0773525 100644
--- a/acdc/docstring/utils.py
+++ b/acdc/docstring/utils.py
@@ -60,6 +60,10 @@ def get_docstring_model(device="cuda"):
     )
     tl_model.set_use_attn_result(True)
     tl_model.set_use_split_qkv_input(True)
+    try:
+        tl_model.set_use_attn_in(True)
+    except AttributeError as e:
+        raise Exception("You need to be using the `use_attn_in` version of the TransformerLens library, available here: https://github.com/ArthurConmy/TransformerLens/tree/arthur-add-attn-in . Alternatively, hopefully this is merged into Neel's main branch by the time you read this!")
     if "use_hook_mlp_in" in tl_model.cfg.to_dict(): # not strictly necessary, but good practice to keep compatibility with new *optional* transformerlens feature
         tl_model.set_use_hook_mlp_in(True)
     tl_model.to(device)
diff --git a/acdc/induction/utils.py b/acdc/induction/utils.py
index 824c24ec..65bc89cb 100644
--- a/acdc/induction/utils.py
+++ b/acdc/induction/utils.py
@@ -47,7 +47,11 @@ def get_model(device):
 
     # standard ACDC options
     tl_model.set_use_attn_result(True)
-    tl_model.set_use_split_qkv_input(True) 
+    try:
+        tl_model.set_use_attn_in(True)
+    except AttributeError as e:
+        raise Exception("You need to be using the `use_attn_in` version of the TransformerLens library, available here: https://github.com/ArthurConmy/TransformerLens/tree/arthur-add-attn-in . Alternatively, hopefully this is merged into Neel's main branch by the time you read this!")
+    tl_model.set_use_split_qkv_input(True)
     if "use_hook_mlp_in" in tl_model.cfg.to_dict(): # not strictly necessary, but good practice to keep compatibility with new *optional* transformerlens feature
         tl_model.set_use_hook_mlp_in(True)
     return tl_model
diff --git a/acdc/ioi/utils.py b/acdc/ioi/utils.py
index 19bcd71a..d33849f2 100644
--- a/acdc/ioi/utils.py
+++ b/acdc/ioi/utils.py
@@ -22,21 +22,27 @@
 import wandb
 from transformer_lens.HookedTransformer import HookedTransformer
 
-def get_gpt2_small(device="cuda") -> HookedTransformer:
+def get_gpt2_small(device="cuda", split_qkv: bool = True) -> HookedTransformer:
     tl_model = HookedTransformer.from_pretrained("gpt2")
     tl_model = tl_model.to(device)
     tl_model.set_use_attn_result(True)
-    tl_model.set_use_split_qkv_input(True)
+    if split_qkv:
+        tl_model.set_use_split_qkv_input(True)
+    else:
+        try:
+            tl_model.set_use_attn_in(True)
+        except AttributeError as e:
+            raise Exception("You need to be using the `use_attn_in` version of the TransformerLens library, available here: https://github.com/ArthurConmy/TransformerLens/tree/arthur-add-attn-in . Alternatively, hopefully this is merged into Neel's main branch by the time you read this!")
     if "use_hook_mlp_in" in tl_model.cfg.to_dict():
         tl_model.set_use_hook_mlp_in(True)
     return tl_model
 
-def get_ioi_gpt2_small(device="cuda"):
+def get_ioi_gpt2_small(device="cuda", split_qkv: bool = True):
     """For backwards compat"""
-    return get_gpt2_small(device=device)
+    return get_gpt2_small(device=device, split_qkv=split_qkv)
 
-def get_all_ioi_things(num_examples, device, metric_name, kl_return_one_element=True):
-    tl_model = get_gpt2_small(device=device)
+def get_all_ioi_things(num_examples, device, metric_name, kl_return_one_element=True, split_qkv: bool = True):
+    tl_model = get_gpt2_small(device=device, split_qkv=split_qkv)
     ioi_dataset = IOIDataset(
         prompt_type="ABBA",
         N=num_examples*2,
diff --git a/acdc/main.py b/acdc/main.py
index f9683973..26fdbfb2 100755
--- a/acdc/main.py
+++ b/acdc/main.py
@@ -9,6 +9,7 @@
 # <p>Janky code to do different setup when run in a Colab notebook vs VSCode (adapted from e.g <a href="https://github.com/neelnanda-io/TransformerLens/blob/5c89b7583e73ce96db5e46ef86a14b15f303dde6/demos/Activation_Patching_in_TL_Demo.ipynb">this notebook</a>)</p>
 
 #%%
+
 try:
     import google.colab
 
@@ -163,6 +164,7 @@
 parser.add_argument('--seed', type=int, default=1234)
 parser.add_argument("--max-num-epochs",type=int, default=100_000)
 parser.add_argument('--single-step', action='store_true', help='Use single step, mostly for testing')
+parser.add_argument("--dont-split-qkv", action="store_true", help="Dont splits qkv")
 parser.add_argument("--abs-value-threshold", action='store_true', help='Use the absolute value of the result to check threshold')
 
 if ipython is not None:
@@ -170,17 +172,22 @@
     # you can put the command you would like to run as the ... in r"""..."""
     args = parser.parse_args(
         [line.strip() for line in r"""--task=induction\
---zero-ablation\
---threshold=0.71\
+--threshold=0.0175\
+--metric=kl_div\
 --indices-mode=reverse\
 --first-cache-cpu=False\
 --second-cache-cpu=False\
---max-num-epochs=100000""".split("\\\n")]
-    )
+--max-num-epochs=100000\
+--dont-split-qkv\
+--using-wandb""".split("\\\n")]
+    ) # also 0.39811 # also on the main machine you just added two lines here.
+
 else:
     # read from command line
     args = parser.parse_args()
 
+print(args)
+
 # process args
 
 if args.torch_num_threads > 0:
@@ -216,6 +223,7 @@
 DEVICE = args.device
 RESET_NETWORK = args.reset_network
 SINGLE_STEP = True if args.single_step else False
+SPLIT_QKV = False if args.dont_split_qkv else True
 
 #%% [markdown] 
 # <h2>Setup Task</h2>
@@ -227,7 +235,7 @@
 if TASK == "ioi":
     num_examples = 100
     things = get_all_ioi_things(
-        num_examples=num_examples, device=DEVICE, metric_name=args.metric
+        num_examples=num_examples, device=DEVICE, metric_name=args.metric, split_qkv=SPLIT_QKV,
     )
 elif TASK == "tracr-reverse":
     num_examples = 6
@@ -337,22 +345,23 @@
     add_receiver_hooks=False,
     remove_redundant=False,
     show_full_index=use_pos_embed,
+    use_split_qkv=SPLIT_QKV,
 )
 
 # %% [markdown]
 # <h2>Run steps of ACDC: iterate over a NODE in the model's computational graph</h2>
 # <p>WARNING! This will take a few minutes to run, but there should be rolling nice pictures too : )</p>
-
 #%%
+
 for i in range(args.max_num_epochs):
     exp.step(testing=False)
 
+    # TODO add back
     show(
         exp.corr,
         f"ims/img_new_{i+1}.png",
         show_full_index=use_pos_embed,
     )
-
     if IN_COLAB or ipython is not None:
         # so long as we're not running this as a script, show the image!
         display(Image(f"ims/img_new_{i+1}.png"))
@@ -387,3 +396,5 @@
 exp.save_subgraph(
     return_it=True,
 ) 
+
+#%% HELLO
\ No newline at end of file
diff --git a/notebooks/roc_plot_generator.py b/notebooks/roc_plot_generator.py
index 48ef9f12..b671cace 100644
--- a/notebooks/roc_plot_generator.py
+++ b/notebooks/roc_plot_generator.py
@@ -165,9 +165,7 @@ def get_col(df, col): # dumb util
 parser.add_argument("--ignore-missing-score", action="store_true", help="Ignore runs that are missing score")
 
 if IPython.get_ipython() is not None:
-    args = parser.parse_args("--task=tracr-reverse --metric=l2 --alg=acdc".split())
-    if "arthur" not in __file__:
-        __file__ = "/Users/adria/Documents/2023/ACDC/Automatic-Circuit-Discovery/notebooks/roc_plot_generator.py"
+    args = parser.parse_args("--task ioi --mode edges --metric logit_diff --alg acdc".split())
 else:
     args = parser.parse_args()
 
@@ -208,7 +206,7 @@ def get_col(df, col): # dumb util
     OUT_FILE = OUT_DIR / f"{args.alg}-{args.task}-{args.metric}-{args.zero_ablation}-{args.reset_network}.json"
 
     if OUT_FILE.exists():
-        print("File already exists, skipping")
+        print(f"File {str(OUT_FILE)} already exists, skipping")
         sys.exit(0)
 else:
     OUT_FILE = None
@@ -316,11 +314,12 @@ def get_col(df, col): # dumb util
         except KeyError:
             pass
         ACDC_PRE_RUN_FILTER = {
-            "$or": [
-                {"group": "reset-networks-neurips", **ACDC_PRE_RUN_FILTER},
-                {"group": "acdc-gt-ioi-redo", **ACDC_PRE_RUN_FILTER},
-                {"group": "acdc-spreadsheet2", **ACDC_PRE_RUN_FILTER},
-            ]
+            "id": "0wfrojop",
+            # "$or": [
+            #     {"group": "reset-networks-neurips", **ACDC_PRE_RUN_FILTER},
+            #     {"group": "acdc-gt-ioi-redo", **ACDC_PRE_RUN_FILTER},
+            #     {"group": "acdc-spreadsheet2", **ACDC_PRE_RUN_FILTER},
+            # ]
         }
 
     get_true_edges = partial(get_ioi_true_edges, model=things.tl_model)
diff --git a/poetry.lock b/poetry.lock
index 765c9fdf..de284dd2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
 version = "1.4.0"
 description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -16,7 +15,6 @@ files = [
 name = "aiofiles"
 version = "22.1.0"
 description = "File support for asyncio."
-category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -28,7 +26,6 @@ files = [
 name = "aiohttp"
 version = "3.8.4"
 description = "Async http client/server framework (asyncio)"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -137,7 +134,6 @@ speedups = ["Brotli", "aiodns", "cchardet"]
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -152,7 +148,6 @@ frozenlist = ">=1.1.0"
 name = "aiosqlite"
 version = "0.19.0"
 description = "asyncio bridge to the standard sqlite3 module"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -166,14 +161,13 @@ docs = ["sphinx (==6.1.3)", "sphinx-mdinclude (==0.5.3)"]
 
 [[package]]
 name = "anyio"
-version = "3.7.0"
+version = "3.7.1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "anyio-3.7.0-py3-none-any.whl", hash = "sha256:eddca883c4175f14df8aedce21054bfca3adb70ffe76a9f607aef9d7fa2ea7f0"},
-    {file = "anyio-3.7.0.tar.gz", hash = "sha256:275d9973793619a5374e1c89a4f4ad3f4b0a5510a2b5b939444bee8f4c4d37ce"},
+    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
+    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
 ]
 
 [package.dependencies]
@@ -182,7 +176,7 @@ idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["Sphinx (>=6.1.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme", "sphinxcontrib-jquery"]
+doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
 test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
 trio = ["trio (<0.22)"]
 
@@ -190,7 +184,6 @@ trio = ["trio (<0.22)"]
 name = "appdirs"
 version = "1.4.4"
 description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -202,7 +195,6 @@ files = [
 name = "appnope"
 version = "0.1.3"
 description = "Disable App Nap on macOS >= 10.9"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -214,7 +206,6 @@ files = [
 name = "argon2-cffi"
 version = "21.3.0"
 description = "The secure Argon2 password hashing algorithm."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -234,7 +225,6 @@ tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
 name = "argon2-cffi-bindings"
 version = "21.2.0"
 description = "Low-level CFFI bindings for Argon2"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -272,7 +262,6 @@ tests = ["pytest"]
 name = "arrow"
 version = "1.2.3"
 description = "Better dates & times for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -287,7 +276,6 @@ python-dateutil = ">=2.7.0"
 name = "asttokens"
 version = "2.2.1"
 description = "Annotate AST trees with source code positions"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -305,7 +293,6 @@ test = ["astroid", "pytest"]
 name = "async-timeout"
 version = "4.0.2"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -317,7 +304,6 @@ files = [
 name = "attrs"
 version = "23.1.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -336,7 +322,6 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte
 name = "babel"
 version = "2.12.1"
 description = "Internationalization utilities"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -351,7 +336,6 @@ pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""}
 name = "backcall"
 version = "0.2.0"
 description = "Specifications for callback functions passed in to an API"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -363,7 +347,6 @@ files = [
 name = "beautifulsoup4"
 version = "4.12.2"
 description = "Screen-scraping library"
-category = "dev"
 optional = false
 python-versions = ">=3.6.0"
 files = [
@@ -382,7 +365,6 @@ lxml = ["lxml"]
 name = "bleach"
 version = "6.0.0"
 description = "An easy safelist-based HTML-sanitizing tool."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -401,7 +383,6 @@ css = ["tinycss2 (>=1.1.0,<1.2)"]
 name = "certifi"
 version = "2023.5.7"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -413,7 +394,6 @@ files = [
 name = "cffi"
 version = "1.15.1"
 description = "Foreign Function Interface for Python calling C code."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -488,94 +468,92 @@ pycparser = "*"
 
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 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
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 ]
 
 [[package]]
 name = "chex"
 version = "0.1.7"
 description = "Chex: Testing made fun, in JAX!"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -594,14 +572,13 @@ typing-extensions = {version = ">=4.2.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "click"
-version = "8.1.3"
+version = "8.1.4"
 description = "Composable command line interface toolkit"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -611,7 +588,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "cmapy"
 version = "0.6.6"
 description = "Use Matplotlib colormaps with OpenCV in Python."
-category = "main"
 optional = false
 python-versions = ">=2.7"
 files = [
@@ -627,7 +603,6 @@ opencv-python = ">=3.3"
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -639,7 +614,6 @@ files = [
 name = "comm"
 version = "0.1.3"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -657,84 +631,66 @@ typing = ["mypy (>=0.990)"]
 
 [[package]]
 name = "contourpy"
-version = "1.0.7"
+version = "1.1.0"
 description = "Python library for calculating contours of 2D quadrilateral grids"
-category = "main"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
 numpy = ">=1.16"
 
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-test = ["Pillow", "matplotlib", "pytest"]
-test-no-images = ["pytest"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.2.0)", "types-Pillow"]
+test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
+test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
 
 [[package]]
 name = "coverage"
 version = "7.2.7"
 description = "Code coverage measurement for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -810,7 +766,6 @@ toml = ["tomli"]
 name = "cycler"
 version = "0.11.0"
 description = "Composable style cycles"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -820,14 +775,13 @@ files = [
 
 [[package]]
 name = "datasets"
-version = "2.12.0"
+version = "2.13.1"
 description = "HuggingFace community-driven open-source library of datasets"
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "datasets-2.12.0-py3-none-any.whl", hash = "sha256:0a23bdf1fc28d82dd496375289d72f7917d149a95062ab2647cf621d67ed74ca"},
-    {file = "datasets-2.12.0.tar.gz", hash = "sha256:faf164c18a41bea51df3f369e872f8be5b84c12ea5f6393c3896f56038af1ea3"},
+    {file = "datasets-2.13.1-py3-none-any.whl", hash = "sha256:844d8dbc1759e0b6b8e5063af019dc95d6af07ea075002b03323a280bf8d53f6"},
+    {file = "datasets-2.13.1.tar.gz", hash = "sha256:bacb7750b1a434417312b4281a55225a3f7e0163abdd12a2a3e2d700310d5221"},
 ]
 
 [package.dependencies]
@@ -842,7 +796,6 @@ pandas = "*"
 pyarrow = ">=8.0.0"
 pyyaml = ">=5.1"
 requests = ">=2.19.0"
-responses = "<0.19"
 tqdm = ">=4.62.1"
 xxhash = "*"
 
@@ -850,15 +803,15 @@ xxhash = "*"
 apache-beam = ["apache-beam (>=2.26.0,<2.44.0)"]
 audio = ["librosa", "soundfile (>=0.12.1)"]
 benchmarks = ["numpy (==1.18.5)", "protobuf (==3.20.3)", "tensorflow (==2.3.0)", "torch (==1.7.1)", "transformers (==3.0.2)"]
-dev = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0,<2.44.0)", "black (>=23.1,<24.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "librosa", "lz4", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "pyyaml (>=5.3.1)", "rarfile (>=4.0)", "ruff (>=0.0.241)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy (<2.0.0)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "tiktoken", "torch", "transformers", "zstandard"]
+dev = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0,<2.44.0)", "black (>=23.1,<24.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "joblibspark", "librosa", "lz4", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "pyyaml (>=5.3.1)", "rarfile (>=4.0)", "ruff (>=0.0.241)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy (<2.0.0)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "tiktoken", "torch", "transformers", "zstandard"]
 docs = ["s3fs"]
 jax = ["jax (>=0.2.8,!=0.3.2,<=0.3.25)", "jaxlib (>=0.1.65,<=0.3.25)"]
-metrics-tests = ["Werkzeug (>=1.0.1)", "bert-score (>=0.3.6)", "jiwer", "langdetect", "mauve-text", "nltk", "requests-file (>=1.5.1)", "rouge-score", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "spacy (>=3.0.0)", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "typer (<0.5.0)"]
+metrics-tests = ["Werkzeug (>=1.0.1)", "accelerate", "bert-score (>=0.3.6)", "jiwer", "langdetect", "mauve-text", "nltk", "requests-file (>=1.5.1)", "rouge-score", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "spacy (>=3.0.0)", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "typer (<0.5.0)"]
 quality = ["black (>=23.1,<24.0)", "pyyaml (>=5.3.1)", "ruff (>=0.0.241)"]
 s3 = ["s3fs"]
 tensorflow = ["tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow-macos"]
 tensorflow-gpu = ["tensorflow-gpu (>=2.2.0,!=2.6.0,!=2.6.1)"]
-tests = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0,<2.44.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "librosa", "lz4", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy (<2.0.0)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "tiktoken", "torch", "transformers", "zstandard"]
+tests = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0,<2.44.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "joblibspark", "librosa", "lz4", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy (<2.0.0)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "tiktoken", "torch", "transformers", "zstandard"]
 torch = ["torch"]
 vision = ["Pillow (>=6.2.1)"]
 
@@ -866,7 +819,6 @@ vision = ["Pillow (>=6.2.1)"]
 name = "debugpy"
 version = "1.6.7"
 description = "An implementation of the Debug Adapter Protocol for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -894,7 +846,6 @@ files = [
 name = "decorator"
 version = "5.1.1"
 description = "Decorators for Humans"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -906,7 +857,6 @@ files = [
 name = "defusedxml"
 version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -918,7 +868,6 @@ files = [
 name = "dill"
 version = "0.3.6"
 description = "serialize all of python"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -933,7 +882,6 @@ graph = ["objgraph (>=1.7.2)"]
 name = "dm-haiku"
 version = "0.0.9"
 description = "Haiku is a library for building neural networks in JAX."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -954,7 +902,6 @@ jax = ["jax (==0.3.16)", "jaxlib (==0.3.15)"]
 name = "dm-tree"
 version = "0.1.8"
 description = "Tree is a library for working with nested data structures."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1003,7 +950,6 @@ files = [
 name = "docker-pycreds"
 version = "0.4.0"
 description = "Python bindings for the docker credentials store API"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1018,7 +964,6 @@ six = ">=1.4.0"
 name = "einops"
 version = "0.6.1"
 description = "A new flavour of deep learning operations"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1028,14 +973,13 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.1.1"
+version = "1.1.2"
 description = "Backport of PEP 654 (exception groups)"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.1.1-py3-none-any.whl", hash = "sha256:232c37c63e4f682982c8b6459f33a8981039e5fb8756b2074364e5055c498c9e"},
-    {file = "exceptiongroup-1.1.1.tar.gz", hash = "sha256:d484c3090ba2889ae2928419117447a14daf3c1231d5e30d0aae34f354f01785"},
+    {file = "exceptiongroup-1.1.2-py3-none-any.whl", hash = "sha256:e346e69d186172ca7cf029c8c1d16235aa0e04035e5750b4b95039e65204328f"},
+    {file = "exceptiongroup-1.1.2.tar.gz", hash = "sha256:12c3e887d6485d16943a309616de20ae5582633e0a2eda17f4e10fd61c1e8af5"},
 ]
 
 [package.extras]
@@ -1045,7 +989,6 @@ test = ["pytest (>=6)"]
 name = "executing"
 version = "1.2.0"
 description = "Get the currently executing AST node of a frame, and other information"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1060,7 +1003,6 @@ tests = ["asttokens", "littleutils", "pytest", "rich"]
 name = "fancy-einsum"
 version = "0.0.3"
 description = "Drop-in replacement for torch/numpy einsum, with descriptive variable names in equations"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1072,7 +1014,6 @@ files = [
 name = "fastjsonschema"
 version = "2.17.1"
 description = "Fastest Python implementation of JSON schema"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1085,30 +1026,60 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.12.0"
+version = "3.12.2"
 description = "A platform independent file lock."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "filelock-3.12.0-py3-none-any.whl", hash = "sha256:ad98852315c2ab702aeb628412cbf7e95b7ce8c3bf9565670b4eaecf1db370a9"},
-    {file = "filelock-3.12.0.tar.gz", hash = "sha256:fc03ae43288c013d2ea83c8597001b1129db351aad9c57fe2409327916b8e718"},
+    {file = "filelock-3.12.2-py3-none-any.whl", hash = "sha256:cbb791cdea2a72f23da6ac5b5269ab0a0d161e9ef0100e653b69049a7706d1ec"},
+    {file = "filelock-3.12.2.tar.gz", hash = "sha256:002740518d8aa59a26b0c76e10fb8c6e15eae825d34b6fdf670333fd7b938d81"},
 ]
 
 [package.extras]
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-testing = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "diff-cover (>=7.5)", "pytest (>=7.3.1)", "pytest-cov (>=4)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
+docs = ["furo (>=2023.5.20)", "sphinx (>=7.0.1)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "diff-cover (>=7.5)", "pytest (>=7.3.1)", "pytest-cov (>=4.1)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "fonttools"
-version = "4.39.4"
+version = "4.40.0"
 description = "Tools to manipulate font files"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "fonttools-4.40.0-cp39-cp39-win32.whl", hash = "sha256:1a003608400dd1cca3e089e8c94973c6b51a4fb1ef00ff6d7641617b9242e637"},
+    {file = "fonttools-4.40.0-cp39-cp39-win_amd64.whl", hash = "sha256:7961575221e3da0841c75da53833272c520000d76f7f71274dbf43370f8a1065"},
+    {file = "fonttools-4.40.0-py3-none-any.whl", hash = "sha256:200729d12461e2038700d31f0d49ad5a7b55855dec7525074979a06b46f88505"},
+    {file = "fonttools-4.40.0.tar.gz", hash = "sha256:337b6e83d7ee73c40ea62407f2ce03b07c3459e213b6f332b94a69923b9e1cb9"},
 ]
 
 [package.extras]
@@ -1129,7 +1100,6 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 name = "fqdn"
 version = "1.5.1"
 description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
 files = [
@@ -1141,7 +1111,6 @@ files = [
 name = "frozenlist"
 version = "1.3.3"
 description = "A list-like structure which implements collections.abc.MutableSequence"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1223,14 +1192,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2023.5.0"
+version = "2023.6.0"
 description = "File-system specification"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fsspec-2023.5.0-py3-none-any.whl", hash = "sha256:51a4ad01a5bb66fcc58036e288c0d53d3975a0df2a5dc59a93b59bade0391f2a"},
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+    {file = "fsspec-2023.6.0-py3-none-any.whl", hash = "sha256:1cbad1faef3e391fba6dc005ae9b5bdcbf43005c9167ce78c915549c352c869a"},
+    {file = "fsspec-2023.6.0.tar.gz", hash = "sha256:d0b2f935446169753e7a5c5c55681c54ea91996cc67be93c39a154fb3a2742af"},
 ]
 
 [package.dependencies]
@@ -1265,7 +1233,6 @@ tqdm = ["tqdm"]
 name = "gitdb"
 version = "4.0.10"
 description = "Git Object Database"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1280,7 +1247,6 @@ smmap = ">=3.0.1,<6"
 name = "gitpython"
 version = "3.1.31"
 description = "GitPython is a Python library used to interact with Git repositories"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1295,7 +1261,6 @@ gitdb = ">=4.0.1,<5"
 name = "huggingface-hub"
 version = "0.15.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -1327,7 +1292,6 @@ typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "t
 name = "idna"
 version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1337,14 +1301,13 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "6.6.0"
+version = "6.8.0"
 description = "Read metadata from Python packages"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-6.6.0-py3-none-any.whl", hash = "sha256:43dd286a2cd8995d5eaef7fee2066340423b818ed3fd70adf0bad5f1fac53fed"},
-    {file = "importlib_metadata-6.6.0.tar.gz", hash = "sha256:92501cdf9cc66ebd3e612f1b4f0c0765dfa42f0fa38ffb319b6bd84dd675d705"},
+    {file = "importlib_metadata-6.8.0-py3-none-any.whl", hash = "sha256:3ebb78df84a805d7698245025b975d9d67053cd94c79245ba4b3eb694abe68bb"},
+    {file = "importlib_metadata-6.8.0.tar.gz", hash = "sha256:dbace7892d8c0c4ac1ad096662232f831d4e64f4c4545bd53016a3e9d4654743"},
 ]
 
 [package.dependencies]
@@ -1353,32 +1316,30 @@ zipp = ">=0.5"
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
 
 [[package]]
 name = "importlib-resources"
-version = "5.12.0"
+version = "6.0.0"
 description = "Read resources from Python packages"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-5.12.0-py3-none-any.whl", hash = "sha256:7b1deeebbf351c7578e09bf2f63fa2ce8b5ffec296e0d349139d43cca061a81a"},
-    {file = "importlib_resources-5.12.0.tar.gz", hash = "sha256:4be82589bf5c1d7999aedf2a45159d10cb3ca4f19b2271f8792bc8e6da7b22f6"},
+    {file = "importlib_resources-6.0.0-py3-none-any.whl", hash = "sha256:d952faee11004c045f785bb5636e8f885bed30dc3c940d5d42798a2a4541c185"},
+    {file = "importlib_resources-6.0.0.tar.gz", hash = "sha256:4cf94875a8368bd89531a756df9a9ebe1f150e0f885030b461237bc7f2d905f2"},
 ]
 
 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
 
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1388,14 +1349,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.23.1"
+version = "6.24.0"
 description = "IPython Kernel for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.23.1-py3-none-any.whl", hash = "sha256:77aeffab056c21d16f1edccdc9e5ccbf7d96eb401bd6703610a21be8b068aadc"},
-    {file = "ipykernel-6.23.1.tar.gz", hash = "sha256:1aba0ae8453e15e9bc6b24e497ef6840114afcdb832ae597f32137fa19d42a6f"},
+    {file = "ipykernel-6.24.0-py3-none-any.whl", hash = "sha256:2f5fffc7ad8f1fd5aadb4e171ba9129d9668dbafa374732cf9511ada52d6547f"},
+    {file = "ipykernel-6.24.0.tar.gz", hash = "sha256:29cea0a716b1176d002a61d0b0c851f34536495bc4ef7dd0222c88b41b816123"},
 ]
 
 [package.dependencies]
@@ -1404,7 +1364,7 @@ comm = ">=0.1.1"
 debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
@@ -1424,7 +1384,6 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
 name = "ipython"
 version = "8.12.2"
 description = "IPython: Productive Interactive Computing"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1464,7 +1423,6 @@ test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pa
 name = "ipython-genutils"
 version = "0.2.0"
 description = "Vestigial utilities from IPython"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1474,14 +1432,13 @@ files = [
 
 [[package]]
 name = "ipywidgets"
-version = "8.0.6"
+version = "8.0.7"
 description = "Jupyter interactive widgets"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "ipywidgets-8.0.6-py3-none-any.whl", hash = "sha256:a60bf8d2528997e05ac83fd19ea2fbe65f2e79fbe1b2b35779bdfc46c2941dcc"},
-    {file = "ipywidgets-8.0.6.tar.gz", hash = "sha256:de7d779f2045d60de9f6c25f653fdae2dba57898e6a1284494b3ba20b6893bb8"},
+    {file = "ipywidgets-8.0.7-py3-none-any.whl", hash = "sha256:e0aed0c95a1e55b6a123f64305245578bdc09e52965a34941c2b6a578b8c64a0"},
+    {file = "ipywidgets-8.0.7.tar.gz", hash = "sha256:50ace0a8886e9a0d68b980db82f94c25d55d21ff2340ed36f802dd9365e94acf"},
 ]
 
 [package.dependencies]
@@ -1498,7 +1455,6 @@ test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
 name = "isoduration"
 version = "20.11.0"
 description = "Operations with ISO 8601 durations"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1511,13 +1467,12 @@ arrow = ">=0.15.0"
 
 [[package]]
 name = "jax"
-version = "0.4.11"
+version = "0.4.13"
 description = "Differentiate, compile, and transform Numpy code."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jax-0.4.11.tar.gz", hash = "sha256:8b1cd443b698339df8d8807578ee141e5b67e36125b3945b146f600177d60d79"},
+    {file = "jax-0.4.13.tar.gz", hash = "sha256:03bfe6749dfe647f16f15f6616638adae6c4a7ca7167c75c21961ecfd3a3baaa"},
 ]
 
 [package.dependencies]
@@ -1529,38 +1484,39 @@ scipy = ">=1.7"
 
 [package.extras]
 australis = ["protobuf (>=3.13,<4)"]
-ci = ["jaxlib (==0.4.10)"]
-cpu = ["jaxlib (==0.4.11)"]
-cuda = ["jaxlib (==0.4.11+cuda11.cudnn86)"]
-cuda11-cudnn82 = ["jaxlib (==0.4.11+cuda11.cudnn82)"]
-cuda11-cudnn86 = ["jaxlib (==0.4.11+cuda11.cudnn86)"]
-cuda11-local = ["jaxlib (==0.4.11+cuda11.cudnn86)"]
-cuda11-pip = ["jaxlib (==0.4.11+cuda11.cudnn86)", "nvidia-cublas-cu11 (>=11.11)", "nvidia-cuda-cupti-cu11 (>=11.8)", "nvidia-cuda-nvcc-cu11 (>=11.8)", "nvidia-cuda-runtime-cu11 (>=11.8)", "nvidia-cudnn-cu11 (>=8.8)", "nvidia-cufft-cu11 (>=10.9)", "nvidia-cusolver-cu11 (>=11.4)", "nvidia-cusparse-cu11 (>=11.7)"]
-cuda12-local = ["jaxlib (==0.4.11+cuda12.cudnn88)"]
-cuda12-pip = ["jaxlib (==0.4.11+cuda12.cudnn88)", "nvidia-cublas-cu12", "nvidia-cuda-cupti-cu12", "nvidia-cuda-nvcc-cu12", "nvidia-cuda-runtime-cu12", "nvidia-cudnn-cu12 (>=8.9)", "nvidia-cufft-cu12", "nvidia-cusolver-cu12", "nvidia-cusparse-cu12"]
-minimum-jaxlib = ["jaxlib (==0.4.7)"]
-tpu = ["jaxlib (==0.4.11)", "libtpu-nightly (==0.1.dev20230531)"]
+ci = ["jaxlib (==0.4.12)"]
+cpu = ["jaxlib (==0.4.13)"]
+cuda = ["jaxlib (==0.4.13+cuda11.cudnn86)"]
+cuda11-cudnn86 = ["jaxlib (==0.4.13+cuda11.cudnn86)"]
+cuda11-local = ["jaxlib (==0.4.13+cuda11.cudnn86)"]
+cuda11-pip = ["jaxlib (==0.4.13+cuda11.cudnn86)", "nvidia-cublas-cu11 (>=11.11)", "nvidia-cuda-cupti-cu11 (>=11.8)", "nvidia-cuda-nvcc-cu11 (>=11.8)", "nvidia-cuda-runtime-cu11 (>=11.8)", "nvidia-cudnn-cu11 (>=8.8)", "nvidia-cufft-cu11 (>=10.9)", "nvidia-cusolver-cu11 (>=11.4)", "nvidia-cusparse-cu11 (>=11.7)"]
+cuda12-local = ["jaxlib (==0.4.13+cuda12.cudnn89)"]
+cuda12-pip = ["jaxlib (==0.4.13+cuda12.cudnn89)", "nvidia-cublas-cu12", "nvidia-cuda-cupti-cu12", "nvidia-cuda-nvcc-cu12", "nvidia-cuda-runtime-cu12", "nvidia-cudnn-cu12 (>=8.9)", "nvidia-cufft-cu12", "nvidia-cusolver-cu12", "nvidia-cusparse-cu12"]
+minimum-jaxlib = ["jaxlib (==0.4.11)"]
+tpu = ["jaxlib (==0.4.13)", "libtpu-nightly (==0.1.dev20230622)"]
 
 [[package]]
 name = "jaxlib"
-version = "0.4.11"
+version = "0.4.13"
 description = "XLA library for JAX"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "jaxlib-0.4.11-cp311-cp311-manylinux2014_x86_64.whl", hash = "sha256:5563eac77eb49dc3936f0313b0eeb528274017453e251d6f72ea10410bb2dd34"},
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+    {file = "jaxlib-0.4.13-cp310-cp310-win_amd64.whl", hash = "sha256:fde66a93e9be89d99e5792f677ed8e319667d6b2396865b1c52c1312844c47f9"},
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+    {file = "jaxlib-0.4.13-cp311-cp311-manylinux2014_x86_64.whl", hash = "sha256:8000c0d15c107328e8f7b7b3ac91dd822f5c287a80231882b620503ed141fa89"},
+    {file = "jaxlib-0.4.13-cp311-cp311-win_amd64.whl", hash = "sha256:19ae4c316b17a49342432c69f7f89f190b975333f3f9e9e175f686a651bc7347"},
+    {file = "jaxlib-0.4.13-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:522635d5e159401a386c79f1236c218c1f68fbb4ca6648115c3ad3c2c3f518ab"},
+    {file = "jaxlib-0.4.13-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:411334d903df07dc1ace8d52fc53c17f6bc1d55aff7f6e0e5cf61ec149f758a0"},
+    {file = "jaxlib-0.4.13-cp38-cp38-manylinux2014_x86_64.whl", hash = "sha256:839173b2e9593f5e9a6d3c42852cd15070fe80a939246efbb5cf40eec815de89"},
+    {file = "jaxlib-0.4.13-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:c230ef85712e608d0f048869766a5a63afeb2e72309943db0df9f959ab17307f"},
+    {file = "jaxlib-0.4.13-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:d19c05c15f962e098d49b45e2758aacf19330d192ec5395f9ef136f62db90edc"},
+    {file = "jaxlib-0.4.13-cp39-cp39-manylinux2014_x86_64.whl", hash = "sha256:b5c0a9737efd95fe18fd7715ce30dfce476546705ea8934aad6731777a9631a5"},
+    {file = "jaxlib-0.4.13-cp39-cp39-win_amd64.whl", hash = "sha256:bebb4cf001f180dc431f9604daf930c2d9cc778e4dda26f401ac939b7bac912e"},
 ]
 
 [package.dependencies]
@@ -1576,7 +1532,6 @@ cuda12-pip = ["nvidia-cublas-cu12", "nvidia-cuda-cupti-cu12", "nvidia-cuda-nvcc-
 name = "jaxtyping"
 version = "0.2.19"
 description = "Type annotations and runtime checking for shape and dtype of JAX arrays, and PyTrees."
-category = "main"
 optional = false
 python-versions = "~=3.8"
 files = [
@@ -1593,7 +1548,6 @@ typing-extensions = ">=3.7.4.1"
 name = "jedi"
 version = "0.18.2"
 description = "An autocompletion tool for Python that can be used for text editors."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1613,7 +1567,6 @@ testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 name = "jinja2"
 version = "3.1.2"
 description = "A very fast and expressive template engine."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1631,7 +1584,6 @@ i18n = ["Babel (>=2.7)"]
 name = "jmp"
 version = "0.0.4"
 description = "JMP is a Mixed Precision library for JAX."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1649,7 +1601,6 @@ jax = ["jax (>=0.2.20)", "jaxlib (>=0.1.71)"]
 name = "json5"
 version = "0.9.14"
 description = "A Python implementation of the JSON5 data format."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1662,39 +1613,39 @@ dev = ["hypothesis"]
 
 [[package]]
 name = "jsonpointer"
-version = "2.3"
+version = "2.4"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
-category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
-    {file = "jsonpointer-2.3-py2.py3-none-any.whl", hash = "sha256:51801e558539b4e9cd268638c078c6c5746c9ac96bc38152d443400e4f3793e9"},
-    {file = "jsonpointer-2.3.tar.gz", hash = "sha256:97cba51526c829282218feb99dab1b1e6bdf8efd1c43dc9d57be093c0d69c99a"},
+    {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
+    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
 ]
 
 [[package]]
 name = "jsonschema"
-version = "4.17.3"
+version = "4.18.0"
 description = "An implementation of JSON Schema validation for Python"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.17.3-py3-none-any.whl", hash = "sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6"},
-    {file = "jsonschema-4.17.3.tar.gz", hash = "sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d"},
+    {file = "jsonschema-4.18.0-py3-none-any.whl", hash = "sha256:b508dd6142bd03f4c3670534c80af68cd7bbff9ea830b9cf2625d4a3c49ddf60"},
+    {file = "jsonschema-4.18.0.tar.gz", hash = "sha256:8caf5b57a990a98e9b39832ef3cb35c176fe331414252b6e1b26fd5866f891a4"},
 ]
 
 [package.dependencies]
-attrs = ">=17.4.0"
+attrs = ">=22.2.0"
 fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""}
+jsonschema-specifications = ">=2023.03.6"
 pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
-pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+referencing = ">=0.28.4"
 rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
+rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
 
@@ -1702,11 +1653,25 @@ webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-n
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
 format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
+[[package]]
+name = "jsonschema-specifications"
+version = "2023.6.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jsonschema_specifications-2023.6.1-py3-none-any.whl", hash = "sha256:3d2b82663aff01815f744bb5c7887e2121a63399b49b104a3c96145474d091d7"},
+    {file = "jsonschema_specifications-2023.6.1.tar.gz", hash = "sha256:ca1c4dd059a9e7b34101cf5b3ab7ff1d18b139f35950d598d629837ef66e8f28"},
+]
+
+[package.dependencies]
+importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+referencing = ">=0.28.0"
+
 [[package]]
 name = "jupyter"
 version = "1.0.0"
 description = "Jupyter metapackage. Install all the Jupyter components in one go."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1725,19 +1690,18 @@ qtconsole = "*"
 
 [[package]]
 name = "jupyter-client"
-version = "8.2.0"
+version = "8.3.0"
 description = "Jupyter protocol implementation and client libraries"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_client-8.2.0-py3-none-any.whl", hash = "sha256:b18219aa695d39e2ad570533e0d71fb7881d35a873051054a84ee2a17c4b7389"},
-    {file = "jupyter_client-8.2.0.tar.gz", hash = "sha256:9fe233834edd0e6c0aa5f05ca2ab4bdea1842bfd2d8a932878212fc5301ddaf0"},
+    {file = "jupyter_client-8.3.0-py3-none-any.whl", hash = "sha256:7441af0c0672edc5d28035e92ba5e32fadcfa8a4e608a434c228836a89df6158"},
+    {file = "jupyter_client-8.3.0.tar.gz", hash = "sha256:3af69921fe99617be1670399a0b857ad67275eefcfa291e2c81a160b7b650f5f"},
 ]
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
 tornado = ">=6.2"
@@ -1751,7 +1715,6 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt
 name = "jupyter-console"
 version = "6.6.3"
 description = "Jupyter terminal console"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1763,7 +1726,7 @@ files = [
 ipykernel = ">=6.14"
 ipython = "*"
 jupyter-client = ">=7.0.0"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 prompt-toolkit = ">=3.0.30"
 pygments = "*"
 pyzmq = ">=17"
@@ -1774,14 +1737,13 @@ test = ["flaky", "pexpect", "pytest"]
 
 [[package]]
 name = "jupyter-core"
-version = "5.3.0"
+version = "5.3.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_core-5.3.0-py3-none-any.whl", hash = "sha256:d4201af84559bc8c70cead287e1ab94aeef3c512848dde077b7684b54d67730d"},
-    {file = "jupyter_core-5.3.0.tar.gz", hash = "sha256:6db75be0c83edbf1b7c9f91ec266a9a24ef945da630f3120e1a0046dc13713fc"},
+    {file = "jupyter_core-5.3.1-py3-none-any.whl", hash = "sha256:ae9036db959a71ec1cac33081eeb040a79e681f08ab68b0883e9a676c7a90dce"},
+    {file = "jupyter_core-5.3.1.tar.gz", hash = "sha256:5ba5c7938a7f97a6b0481463f7ff0dbac7c15ba48cf46fa4035ca6e838aa1aba"},
 ]
 
 [package.dependencies]
@@ -1797,7 +1759,6 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 name = "jupyter-events"
 version = "0.6.3"
 description = "Jupyter Event System library"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1820,14 +1781,13 @@ test = ["click", "coverage", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=
 
 [[package]]
 name = "jupyter-server"
-version = "2.6.0"
+version = "2.7.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server-2.6.0-py3-none-any.whl", hash = "sha256:19525a1515b5999618a91b3e99ec9f6869aa8c5ba73e0b6279fcda918b54ba36"},
-    {file = "jupyter_server-2.6.0.tar.gz", hash = "sha256:ae4af349f030ed08dd78cb7ac1a03a92d886000380c9ea6283f3c542a81f4b06"},
+    {file = "jupyter_server-2.7.0-py3-none-any.whl", hash = "sha256:6a77912aff643e53fa14bdb2634884b52b784a4be77ce8e93f7283faed0f0849"},
+    {file = "jupyter_server-2.7.0.tar.gz", hash = "sha256:36da0a266d31a41ac335a366c88933c17dfa5bb817a48f5c02c16d303bc9477f"},
 ]
 
 [package.dependencies]
@@ -1835,7 +1795,7 @@ anyio = ">=3.1.0"
 argon2-cffi = "*"
 jinja2 = "*"
 jupyter-client = ">=7.4.4"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 jupyter-events = ">=0.6.0"
 jupyter-server-terminals = "*"
 nbconvert = ">=6.4.4"
@@ -1853,13 +1813,12 @@ websocket-client = "*"
 
 [package.extras]
 docs = ["ipykernel", "jinja2", "jupyter-client", "jupyter-server", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
-test = ["ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.4)", "pytest-timeout", "requests"]
+test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.4)", "pytest-timeout", "requests"]
 
 [[package]]
 name = "jupyter-server-fileid"
 version = "0.9.0"
 description = ""
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1879,7 +1838,6 @@ test = ["jupyter-server[test] (>=1.15,<3)", "pytest", "pytest-cov"]
 name = "jupyter-server-terminals"
 version = "0.4.4"
 description = "A Jupyter Server Extension Providing Terminals."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1899,7 +1857,6 @@ test = ["coverage", "jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-cov",
 name = "jupyter-server-ydoc"
 version = "0.8.0"
 description = "A Jupyter Server Extension Providing Y Documents."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1919,7 +1876,6 @@ test = ["coverage", "jupyter-server[test] (>=2.0.0a0)", "pytest (>=7.0)", "pytes
 name = "jupyter-ydoc"
 version = "0.2.4"
 description = "Document structures for collaborative editing using Ypy"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1937,14 +1893,13 @@ test = ["pre-commit", "pytest", "pytest-asyncio", "websockets (>=10.0)", "ypy-we
 
 [[package]]
 name = "jupyterlab"
-version = "3.6.4"
+version = "3.6.5"
 description = "JupyterLab computational environment"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyterlab-3.6.4-py3-none-any.whl", hash = "sha256:8a4e495a096ae2315af2b07acaac9d38917b6927ebd891834ddf83b28f53e881"},
-    {file = "jupyterlab-3.6.4.tar.gz", hash = "sha256:862fb4a06c759a9b0a12de6bf434a8681a42e52fff0593c120e3fbad6847889f"},
+    {file = "jupyterlab-3.6.5-py3-none-any.whl", hash = "sha256:4d13665c2c2f42c753140d88b52ff8722cd5b38629b934f5612bfa5490bcdc65"},
+    {file = "jupyterlab-3.6.5.tar.gz", hash = "sha256:ac0cb19756be1d1e14b2be1f23c603de46e0f0113960fce9888889ca55ae8923"},
 ]
 
 [package.dependencies]
@@ -1968,7 +1923,6 @@ test = ["check-manifest", "coverage", "jupyterlab-server[test]", "pre-commit", "
 name = "jupyterlab-pygments"
 version = "0.2.2"
 description = "Pygments theme using JupyterLab CSS variables"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1978,14 +1932,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.22.1"
+version = "2.23.0"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyterlab_server-2.22.1-py3-none-any.whl", hash = "sha256:1c8eb55c7cd70a50a51fef42a7b4e26ef2f7fc48728f0290604bd89b1dd156e6"},
-    {file = "jupyterlab_server-2.22.1.tar.gz", hash = "sha256:dfaaf898af84b9d01ae9583b813f378b96ee90c3a66f24c5186ea5d1bbdb2089"},
+    {file = "jupyterlab_server-2.23.0-py3-none-any.whl", hash = "sha256:a5ea2c839336a8ba7c38c8e7b2f24cedf919f0d439f4d2e606d9322013a95788"},
+    {file = "jupyterlab_server-2.23.0.tar.gz", hash = "sha256:83c01aa4ad9451cd61b383e634d939ff713850f4640c0056b2cdb2b6211a74c7"},
 ]
 
 [package.dependencies]
@@ -1999,27 +1952,25 @@ packaging = ">=21.3"
 requests = ">=2.28"
 
 [package.extras]
-docs = ["autodoc-traits", "docutils (<0.20)", "jinja2 (<3.2.0)", "mistune (<3)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi"]
+docs = ["autodoc-traits", "jinja2 (<3.2.0)", "mistune (<4)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi (>0.8)"]
 openapi = ["openapi-core (>=0.16.1,<0.17.0)", "ruamel-yaml"]
 test = ["hatch", "ipykernel", "jupyterlab-server[openapi]", "openapi-spec-validator (>=0.5.1,<0.6.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.7"
+version = "3.0.8"
 description = "Jupyter interactive widgets for JupyterLab"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyterlab_widgets-3.0.7-py3-none-any.whl", hash = "sha256:c73f8370338ec19f1bec47254752d6505b03601cbd5a67e6a0b184532f73a459"},
-    {file = "jupyterlab_widgets-3.0.7.tar.gz", hash = "sha256:c3a50ed5bf528a0c7a869096503af54702f86dda1db469aee1c92dc0c01b43ca"},
+    {file = "jupyterlab_widgets-3.0.8-py3-none-any.whl", hash = "sha256:4715912d6ceab839c9db35953c764b3214ebbc9161c809f6e0510168845dfdf5"},
+    {file = "jupyterlab_widgets-3.0.8.tar.gz", hash = "sha256:d428ab97b8d87cc7c54cbf37644d6e0f0e662f23876e05fa460a73ec3257252a"},
 ]
 
 [[package]]
 name = "kaleido"
 version = "0.2.1"
 description = "Static image export for web-based visualization libraries with zero dependencies"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -2035,7 +1986,6 @@ files = [
 name = "kiwisolver"
 version = "1.4.4"
 description = "A fast implementation of the Cassowary constraint solver"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2111,14 +2061,13 @@ files = [
 
 [[package]]
 name = "markdown-it-py"
-version = "2.2.0"
+version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "markdown-it-py-2.2.0.tar.gz", hash = "sha256:7c9a5e412688bc771c67432cbfebcdd686c93ce6484913dccf06cb5a0bea35a1"},
-    {file = "markdown_it_py-2.2.0-py3-none-any.whl", hash = "sha256:5a35f8d1870171d9acc47b99612dc146129b631baf04970128b568f190d0cc30"},
+    {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
+    {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
 ]
 
 [package.dependencies]
@@ -2131,14 +2080,13 @@ compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0
 linkify = ["linkify-it-py (>=1,<3)"]
 plugins = ["mdit-py-plugins"]
 profiling = ["gprof2dot"]
-rtd = ["attrs", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
 version = "2.1.3"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2196,53 +2144,52 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.7.1"
+version = "3.7.2"
 description = "Python plotting package"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2254,14 +2201,13 @@ kiwisolver = ">=1.0.1"
 numpy = ">=1.20"
 packaging = ">=20.0"
 pillow = ">=6.2.0"
-pyparsing = ">=2.3.1"
+pyparsing = ">=2.3.1,<3.1"
 python-dateutil = ">=2.7"
 
 [[package]]
 name = "matplotlib-inline"
 version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2276,7 +2222,6 @@ traitlets = "*"
 name = "mdurl"
 version = "0.1.2"
 description = "Markdown URL utilities"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2286,21 +2231,19 @@ files = [
 
 [[package]]
 name = "mistune"
-version = "2.0.5"
-description = "A sane Markdown parser with useful plugins and renderers"
-category = "dev"
+version = "3.0.1"
+description = "A sane and fast Markdown parser with useful plugins and renderers"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 files = [
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-    {file = "mistune-2.0.5.tar.gz", hash = "sha256:0246113cb2492db875c6be56974a7c893333bf26cd92891c85f63151cee09d34"},
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 ]
 
 [[package]]
 name = "ml-dtypes"
 version = "0.2.0"
 description = ""
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2333,29 +2276,10 @@ numpy = [
 [package.extras]
 dev = ["absl-py", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-xdist"]
 
-[[package]]
-name = "mpmath"
-version = "1.3.0"
-description = "Python library for arbitrary-precision floating-point arithmetic"
-category = "main"
-optional = false
-python-versions = "*"
-files = [
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-
-[package.extras]
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-docs = ["sphinx"]
-gmpy = ["gmpy2 (>=2.1.0a4)"]
-tests = ["pytest (>=4.6)"]
-
 [[package]]
 name = "multidict"
 version = "6.0.4"
 description = "multidict implementation"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2439,7 +2363,6 @@ files = [
 name = "multiprocess"
 version = "0.70.14"
 description = "better multiprocessing and multithreading in python"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2466,7 +2389,6 @@ dill = ">=0.3.6"
 name = "nbclassic"
 version = "1.0.0"
 description = "Jupyter Notebook as a Jupyter Server extension."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2502,7 +2424,6 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "pytest-jupyter", "pytest-p
 name = "nbclient"
 version = "0.8.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -2512,7 +2433,7 @@ files = [
 
 [package.dependencies]
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 nbformat = ">=5.1"
 traitlets = ">=5.4"
 
@@ -2523,33 +2444,32 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 
 [[package]]
 name = "nbconvert"
-version = "7.4.0"
+version = "7.6.0"
 description = "Converting Jupyter Notebooks"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 beautifulsoup4 = "*"
-bleach = "*"
+bleach = "!=5.0.0"
 defusedxml = "*"
 importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
 jupyterlab-pygments = "*"
 markupsafe = ">=2.0"
-mistune = ">=2.0.3,<3"
+mistune = ">=2.0.3,<4"
 nbclient = ">=0.5.0"
-nbformat = ">=5.1"
+nbformat = ">=5.7"
 packaging = "*"
 pandocfilters = ">=1.4.1"
 pygments = ">=2.4.1"
 tinycss2 = "*"
-traitlets = ">=5.0"
+traitlets = ">=5.1"
 
 [package.extras]
 all = ["nbconvert[docs,qtpdf,serve,test,webpdf]"]
@@ -2564,7 +2484,6 @@ webpdf = ["pyppeteer (>=1,<1.1)"]
 name = "nbformat"
 version = "5.9.0"
 description = "The Jupyter Notebook format"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2586,7 +2505,6 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 name = "nest-asyncio"
 version = "1.5.6"
 description = "Patch asyncio to allow nested event loops"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2598,7 +2516,6 @@ files = [
 name = "networkx"
 version = "3.1"
 description = "Python package for creating and manipulating graphs and networks"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2617,7 +2534,6 @@ test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 name = "notebook"
 version = "6.5.4"
 description = "A web-based notebook environment for interactive computing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2652,7 +2568,6 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixs
 name = "notebook-shim"
 version = "0.2.3"
 description = "A shim layer for notebook traits and config"
-category = "dev"
 optional = false
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     {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\""},
-    {version = ">=1.22.0", markers = "python_version >= \"3.11\""},
+    {version = ">=1.23.5", markers = "python_version >= \"3.11\""},
 ]
 
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 version = "3.3.0"
 description = "Optimizing numpys einsum function"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2755,7 +2762,6 @@ tests = ["pytest", "pytest-cov", "pytest-pep8"]
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 version = "7.3.1"
 description = "A decorator to automatically detect mismatch when overriding a method."
-category = "dev"
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 python-versions = ">=3.6"
 files = [
@@ -2767,7 +2773,6 @@ files = [
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 description = "Core utilities for Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 description = "Powerful data structures for data analysis, time series, and statistics"
-category = "main"
 optional = false
 python-versions = ">=3.8"
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 version = "1.5.0"
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-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 description = "A Python Parser"
-category = "dev"
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 python-versions = ">=3.6"
 files = [
@@ -2856,7 +2858,6 @@ testing = ["docopt", "pytest (<6.0.0)"]
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 version = "0.1.2"
 description = "File system general utilities"
-category = "main"
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 python-versions = "*"
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 version = "4.8.0"
 description = "Pexpect allows easy control of interactive console applications."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
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 version = "0.7.5"
 description = "Tiny 'shelve'-like database with concurrency support"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
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 [package.extras]
@@ -2974,7 +2960,6 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa
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 version = "1.3.10"
 description = "Resolve a name to an object."
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 python-versions = ">=3.6"
 files = [
@@ -2984,25 +2969,23 @@ files = [
 
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@@ -3016,14 +2999,13 @@ tenacity = ">=6.2.0"
 
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+version = "1.2.0"
 description = "plugin and hook calling mechanisms for python"
-category = "dev"
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 version = "0.17.0"
 description = "Python client for the Prometheus monitoring system."
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 optional = false
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 files = [
@@ -3047,14 +3028,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
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+version = "3.0.39"
 description = "Library for building powerful interactive command lines in Python"
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 python-versions = ">=3.7.0"
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 ]
 
 [package.dependencies]
@@ -3062,32 +3042,30 @@ wcwidth = "*"
 
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 description = ""
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 description = "Cross-platform lib for process and system monitoring in Python."
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 name = "ptyprocess"
 version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
-category = "dev"
 optional = false
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 version = "0.2.2"
 description = "Safely evaluate AST nodes without side effects"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3139,37 +3115,36 @@ tests = ["pytest"]
 
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 [package.dependencies]
@@ -3179,7 +3154,6 @@ numpy = ">=1.16.6"
 name = "pycparser"
 version = "2.21"
 description = "C parser in Python"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 version = "2.15.1"
 description = "Pygments is a syntax highlighting package written in Python."
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 optional = false
 python-versions = ">=3.7"
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@@ -3206,7 +3179,6 @@ plugins = ["importlib-metadata"]
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 version = "1.11"
 description = "Python interface to Graphviz"
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 optional = false
 python-versions = ">=3.8"
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@@ -3217,7 +3189,6 @@ files = [
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-    {file = "pyrsistent-0.19.3.tar.gz", hash = "sha256:1a2994773706bbb4995c31a97bc94f1418314923bd1048c6d964837040376440"},
-]
-
 [[package]]
 name = "pytest"
-version = "7.3.1"
+version = "7.4.0"
 description = "pytest: simple powerful testing with Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pytest-7.3.1-py3-none-any.whl", hash = "sha256:3799fa815351fea3a5e96ac7e503a96fa51cc9942c3753cda7651b93c1cfa362"},
-    {file = "pytest-7.3.1.tar.gz", hash = "sha256:434afafd78b1d78ed0addf160ad2b77a30d35d4bdf8af234fe621919d9ed15e3"},
+    {file = "pytest-7.4.0-py3-none-any.whl", hash = "sha256:78bf16451a2eb8c7a2ea98e32dc119fd2aa758f1d5d66dbf0a59d69a3969df32"},
+    {file = "pytest-7.4.0.tar.gz", hash = "sha256:b4bf8c45bd59934ed84001ad51e11b4ee40d40a1229d2c79f9c592b0a3f6bd8a"},
 ]
 
 [package.dependencies]
@@ -3286,13 +3219,12 @@ pluggy = ">=0.12,<2.0"
 tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
-testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
+testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "pytest-cov"
 version = "4.1.0"
 description = "Pytest plugin for measuring coverage."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3311,7 +3243,6 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale
 name = "python-dateutil"
 version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -3326,7 +3257,6 @@ six = ">=1.5"
 name = "python-json-logger"
 version = "2.0.7"
 description = "A python library adding a json log formatter"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3338,7 +3268,6 @@ files = [
 name = "pytz"
 version = "2023.3"
 description = "World timezone definitions, modern and historical"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3350,7 +3279,6 @@ files = [
 name = "pywin32"
 version = "306"
 description = "Python for Window Extensions"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3374,7 +3302,6 @@ files = [
 name = "pywinpty"
 version = "2.0.10"
 description = "Pseudo terminal support for Windows from Python."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3390,7 +3317,6 @@ files = [
 name = "pyyaml"
 version = "6.0"
 description = "YAML parser and emitter for Python"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3440,7 +3366,6 @@ files = [
 name = "pyzmq"
 version = "25.1.0"
 description = "Python bindings for 0MQ"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3530,7 +3455,6 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 name = "qtconsole"
 version = "5.4.3"
 description = "Jupyter Qt console"
-category = "dev"
 optional = false
 python-versions = ">= 3.7"
 files = [
@@ -3557,7 +3481,6 @@ test = ["flaky", "pytest", "pytest-qt"]
 name = "qtpy"
 version = "2.3.1"
 description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3571,11 +3494,25 @@ packaging = "*"
 [package.extras]
 test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"]
 
+[[package]]
+name = "referencing"
+version = "0.29.1"
+description = "JSON Referencing + Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "referencing-0.29.1.tar.gz", hash = "sha256:90cb53782d550ba28d2166ef3f55731f38397def8832baac5d45235f1995e35e"},
+]
+
+[package.dependencies]
+attrs = ">=22.2.0"
+rpds-py = ">=0.7.0"
+
 [[package]]
 name = "regex"
 version = "2023.6.3"
 description = "Alternative regular expression module, to replace re."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3673,7 +3610,6 @@ files = [
 name = "requests"
 version = "2.31.0"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3691,30 +3627,10 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
-[[package]]
-name = "responses"
-version = "0.18.0"
-description = "A utility library for mocking out the `requests` Python library."
-category = "main"
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
-[package.dependencies]
-requests = ">=2.0,<3.0"
-urllib3 = ">=1.25.10"
-
-[package.extras]
-tests = ["coverage (>=6.0.0)", "flake8", "mypy", "pytest (>=4.6)", "pytest-cov", "pytest-localserver", "types-mock", "types-requests"]
-
 [[package]]
 name = "rfc3339-validator"
 version = "0.1.4"
 description = "A pure python RFC3339 validator"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3729,7 +3645,6 @@ six = "*"
 name = "rfc3986-validator"
 version = "0.1.1"
 description = "Pure python rfc3986 validator"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3739,29 +3654,133 @@ files = [
 
 [[package]]
 name = "rich"
-version = "13.4.1"
+version = "13.4.2"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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+    {file = "rich-13.4.2.tar.gz", hash = "sha256:d653d6bccede5844304c605d5aac802c7cf9621efd700b46c7ec2b51ea914898"},
 ]
 
 [package.dependencies]
-markdown-it-py = ">=2.2.0,<3.0.0"
+markdown-it-py = ">=2.2.0"
 pygments = ">=2.13.0,<3.0.0"
 typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.9\""}
 
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
+[[package]]
+name = "rpds-py"
+version = "0.8.10"
+description = "Python bindings to Rust's persistent data structures (rpds)"
+optional = false
+python-versions = ">=3.8"
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+
 [[package]]
 name = "safetensors"
 version = "0.3.1"
 description = "Fast and Safe Tensor serialization"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3822,7 +3841,6 @@ torch = ["torch (>=1.10)"]
 name = "scipy"
 version = "1.9.3"
 description = "Fundamental algorithms for scientific computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3861,7 +3879,6 @@ test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "sciki
 name = "send2trash"
 version = "1.8.2"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 files = [
@@ -3876,14 +3893,13 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "sentry-sdk"
-version = "1.25.1"
+version = "1.27.1"
 description = "Python client for Sentry (https://sentry.io)"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
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 [package.dependencies]
@@ -3921,7 +3937,6 @@ tornado = ["tornado (>=5)"]
 name = "setproctitle"
 version = "1.3.2"
 description = "A Python module to customize the process title"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4004,14 +4019,13 @@ test = ["pytest"]
 
 [[package]]
 name = "setuptools"
-version = "67.8.0"
+version = "68.0.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -4023,7 +4037,6 @@ testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (
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 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -4035,7 +4048,6 @@ files = [
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 version = "5.0.0"
 description = "A pure Python implementation of a sliding window memory map manager"
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 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4047,7 +4059,6 @@ files = [
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 version = "1.3.0"
 description = "Sniff out which async library your code is running under"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4059,7 +4070,6 @@ files = [
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 version = "2.4.1"
 description = "A modern CSS selector implementation for Beautiful Soup."
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 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4071,7 +4081,6 @@ files = [
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 description = "Extract data from python stack frames and tracebacks for informative displays"
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 optional = false
 python-versions = "*"
 files = [
@@ -4087,26 +4096,10 @@ pure-eval = "*"
 [package.extras]
 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
-[[package]]
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-description = "Computer algebra system (CAS) in Python"
-category = "main"
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 [[package]]
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 description = "Pretty-print tabular data"
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 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4121,7 +4114,6 @@ widechars = ["wcwidth"]
 name = "tenacity"
 version = "8.2.2"
 description = "Retry code until it succeeds"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4136,7 +4128,6 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"]
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 version = "0.17.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4157,7 +4148,6 @@ test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
 name = "tinycss2"
 version = "1.2.1"
 description = "A tiny CSS parser"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4176,7 +4166,6 @@ test = ["flake8", "isort", "pytest"]
 name = "tokenizers"
 version = "0.13.3"
 description = "Fast and Customizable Tokenizers"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -4231,7 +4220,6 @@ testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
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 version = "2.0.1"
 description = "A lil' TOML parser"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4243,7 +4231,6 @@ files = [
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 version = "0.12.0"
 description = "List processing tools and functional utilities"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -4253,39 +4240,39 @@ files = [
 
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+version = "1.13.1"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
-category = "main"
 optional = false
-python-versions = ">=3.8.0"
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+    {file = "torch-1.13.1-cp39-none-macosx_10_9_x86_64.whl", hash = "sha256:6930791efa8757cb6974af73d4996b6b50c592882a324b8fb0589c6a9ba2ddaf"},
+    {file = "torch-1.13.1-cp39-none-macosx_11_0_arm64.whl", hash = "sha256:e0df902a7c7dd6c795698532ee5970ce898672625635d885eade9976e5a04949"},
 ]
 
 [package.dependencies]
-filelock = "*"
-jinja2 = "*"
-networkx = "*"
-sympy = "*"
+nvidia-cublas-cu11 = {version = "11.10.3.66", markers = "platform_system == \"Linux\""}
+nvidia-cuda-nvrtc-cu11 = {version = "11.7.99", markers = "platform_system == \"Linux\""}
+nvidia-cuda-runtime-cu11 = {version = "11.7.99", markers = "platform_system == \"Linux\""}
+nvidia-cudnn-cu11 = {version = "8.5.0.96", markers = "platform_system == \"Linux\""}
 typing-extensions = "*"
 
 [package.extras]
@@ -4295,7 +4282,6 @@ opt-einsum = ["opt-einsum (>=3.3)"]
 name = "torchtyping"
 version = "0.1.4"
 description = "Runtime type annotations for the shape, dtype etc. of PyTorch Tensors."
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -4311,7 +4297,6 @@ typeguard = ">=2.11.1"
 name = "tornado"
 version = "6.3.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
-category = "dev"
 optional = false
 python-versions = ">= 3.8"
 files = [
@@ -4332,7 +4317,6 @@ files = [
 name = "tqdm"
 version = "4.65.0"
 description = "Fast, Extensible Progress Meter"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4353,7 +4337,6 @@ telegram = ["requests"]
 name = "tracr"
 version = "1.0.0"
 description = "Compiler from RASP to transformer weights"
-category = "main"
 optional = false
 python-versions = "*"
 files = []
@@ -4378,7 +4361,6 @@ resolved_reference = "e75ecdaec12bf2d831a60e54d4270e8fa31fb537"
 name = "traitlets"
 version = "5.9.0"
 description = "Traitlets Python configuration system"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4394,7 +4376,6 @@ test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
 name = "transformer-lens"
 version = "0.0.0"
 description = "An implementation of transformers tailored for mechanistic interpretability."
-category = "main"
 optional = false
 python-versions = ">=3.7.4,<4.0"
 files = []
@@ -4422,20 +4403,19 @@ docs = ["furo (>=2022.12.7)", "myst-parser (>=0.18.1)", "sphinx (==5.2.3)", "sph
 
 [package.source]
 type = "git"
-url = "https://github.com/neelnanda-io/TransformerLens.git"
-reference = "6983358"
-resolved_reference = "6983358b24c933e8787be8ffd3f518d0374fdd09"
+url = "https://github.com/ArthurConmy/TransformerLens.git"
+reference = "62bf724"
+resolved_reference = "62bf724a034138f3c39340d8e2d0aa7bbe16af7d"
 
 [[package]]
 name = "transformers"
-version = "4.30.0"
+version = "4.30.2"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "transformers-4.30.0-py3-none-any.whl", hash = "sha256:e90e9fc05310985f3ede2da278d11c91656b4a354b4935c54604f57409299aae"},
-    {file = "transformers-4.30.0.tar.gz", hash = "sha256:478e1709738237aa1b7bae1fd0ba7bd9d44352fe45972df7ed060077257e84f9"},
+    {file = "transformers-4.30.2-py3-none-any.whl", hash = "sha256:c332e3a3097f9ed89ce556b403251235931c00237b8bc2d7adaa19d226c13f1d"},
+    {file = "transformers-4.30.2.tar.gz", hash = "sha256:f4a8aac4e1baffab4033f4a345b0d7dc7957d12a4f1ba969afea08205a513045"},
 ]
 
 [package.dependencies]
@@ -4500,7 +4480,6 @@ vision = ["Pillow"]
 name = "typeguard"
 version = "3.0.2"
 description = "Run-time type checker for Python"
-category = "main"
 optional = false
 python-versions = ">=3.7.4"
 files = [
@@ -4518,36 +4497,33 @@ test = ["mypy (>=0.991)", "pytest (>=7)"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.6.3"
+version = "4.7.1"
 description = "Backported and Experimental Type Hints for Python 3.7+"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "typing_extensions-4.6.3-py3-none-any.whl", hash = "sha256:88a4153d8505aabbb4e13aacb7c486c2b4a33ca3b3f807914a9b4c844c471c26"},
-    {file = "typing_extensions-4.6.3.tar.gz", hash = "sha256:d91d5919357fe7f681a9f2b5b4cb2a5f1ef0a1e9f59c4d8ff0d3491e05c0ffd5"},
+    {file = "typing_extensions-4.7.1-py3-none-any.whl", hash = "sha256:440d5dd3af93b060174bf433bccd69b0babc3b15b1a8dca43789fd7f61514b36"},
+    {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
 ]
 
 [[package]]
 name = "uri-template"
-version = "1.2.0"
+version = "1.3.0"
 description = "RFC 6570 URI Template Processor"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "uri_template-1.2.0-py3-none-any.whl", hash = "sha256:f1699c77b73b925cf4937eae31ab282a86dc885c333f2e942513f08f691fc7db"},
-    {file = "uri_template-1.2.0.tar.gz", hash = "sha256:934e4d09d108b70eb8a24410af8615294d09d279ce0e7cbcdaef1bd21f932b06"},
+    {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
+    {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
 ]
 
 [package.extras]
-dev = ["flake8 (<4.0.0)", "flake8-annotations", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-noqa", "flake8-requirements", "flake8-type-annotations", "flake8-use-fstring", "mypy", "pep8-naming"]
+dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-modern-annotations", "flake8-noqa", "flake8-pyproject", "flake8-requirements", "flake8-typechecking-import", "flake8-use-fstring", "mypy", "pep8-naming", "types-PyYAML"]
 
 [[package]]
 name = "urllib3"
 version = "2.0.3"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4565,7 +4541,6 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "wandb"
 version = "0.13.11"
 description = "A CLI and library for interacting with the Weights and Biases API."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4607,7 +4582,6 @@ sweeps = ["sweeps (>=0.2.0)"]
 name = "wcwidth"
 version = "0.2.6"
 description = "Measures the displayed width of unicode strings in a terminal"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4619,7 +4593,6 @@ files = [
 name = "webcolors"
 version = "1.13"
 description = "A library for working with the color formats defined by HTML and CSS."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4635,7 +4608,6 @@ tests = ["pytest", "pytest-cov"]
 name = "webencodings"
 version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4645,14 +4617,13 @@ files = [
 
 [[package]]
 name = "websocket-client"
-version = "1.5.2"
+version = "1.6.1"
 description = "WebSocket client for Python with low level API options"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "websocket-client-1.5.2.tar.gz", hash = "sha256:c7d67c13b928645f259d9b847ab5b57fd2d127213ca41ebd880de1f553b7c23b"},
-    {file = "websocket_client-1.5.2-py3-none-any.whl", hash = "sha256:f8c64e28cd700e7ba1f04350d66422b6833b82a796b525a51e740b8cc8dab4b1"},
+    {file = "websocket-client-1.6.1.tar.gz", hash = "sha256:c951af98631d24f8df89ab1019fc365f2227c0892f12fd150e935607c79dd0dd"},
+    {file = "websocket_client-1.6.1-py3-none-any.whl", hash = "sha256:f1f9f2ad5291f0225a49efad77abf9e700b6fef553900623060dad6e26503b9d"},
 ]
 
 [package.extras]
@@ -4660,23 +4631,35 @@ docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
+[[package]]
+name = "wheel"
+version = "0.40.0"
+description = "A built-package format for Python"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "wheel-0.40.0-py3-none-any.whl", hash = "sha256:d236b20e7cb522daf2390fa84c55eea81c5c30190f90f29ae2ca1ad8355bf247"},
+    {file = "wheel-0.40.0.tar.gz", hash = "sha256:cd1196f3faee2b31968d626e1731c94f99cbdb67cf5a46e4f5656cbee7738873"},
+]
+
+[package.extras]
+test = ["pytest (>=6.0.0)"]
+
 [[package]]
 name = "widgetsnbextension"
-version = "4.0.7"
+version = "4.0.8"
 description = "Jupyter interactive widgets for Jupyter Notebook"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "widgetsnbextension-4.0.7-py3-none-any.whl", hash = "sha256:be3228a73bbab189a16be2d4a3cd89ecbd4e31948bfdc64edac17dcdee3cd99c"},
-    {file = "widgetsnbextension-4.0.7.tar.gz", hash = "sha256:ea67c17a7cd4ae358f8f46c3b304c40698bc0423732e3f273321ee141232c8be"},
+    {file = "widgetsnbextension-4.0.8-py3-none-any.whl", hash = "sha256:2e37f0ce9da11651056280c7efe96f2db052fe8fc269508e3724f5cbd6c93018"},
+    {file = "widgetsnbextension-4.0.8.tar.gz", hash = "sha256:9ec291ba87c2dfad42c3d5b6f68713fa18be1acd7476569516b2431682315c17"},
 ]
 
 [[package]]
 name = "xxhash"
 version = "3.2.0"
 description = "Python binding for xxHash"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4784,7 +4767,6 @@ files = [
 name = "y-py"
 version = "0.5.9"
 description = "Python bindings for the Y-CRDT built from yrs (Rust)"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4860,7 +4842,6 @@ files = [
 name = "yarl"
 version = "1.9.2"
 description = "Yet another URL library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4948,7 +4929,6 @@ multidict = ">=4.0"
 name = "ypy-websocket"
 version = "0.8.2"
 description = "WebSocket connector for Ypy"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4968,7 +4948,6 @@ test = ["mypy", "pre-commit", "pytest", "pytest-asyncio", "websockets (>=10.0)"]
 name = "zipp"
 version = "3.15.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4983,4 +4962,4 @@ testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.8"
-content-hash = "bce37ad8bf96d749d4d1d813d653771a63d9f02f510d2f7ff59006e4cb6e3a18"
+content-hash = "a56e605f11d5acc2fefeedd0d3d77e1bb210122cb48cb30372c17f113dad1d70"
diff --git a/pyproject.toml b/pyproject.toml
index 8c20ad70..153c5f25 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,7 +12,7 @@ python = "^3.8"
 einops = "^0.6.0"
 numpy = [{ version = "^1.21", python = "<3.10" },
          { version = "^1.23", python = ">=3.10" }]
-torch = ">=1.10, <2.1"
+torch = ">=1.10, <2.0"
 datasets = "^2.7.1"
 transformers = "^4.25.1"
 tqdm = "^4.64.1"
@@ -23,7 +23,7 @@ huggingface-hub = "^0.15.1"
 cmapy = "^0.6.6"
 networkx = "^3.1"
 plotly = "^5.12.0"
-transformer-lens = {git = "https://github.com/neelnanda-io/TransformerLens.git", rev = "6983358"}
+transformer-lens = {git = "https://github.com/ArthurConmy/TransformerLens.git", rev = "62bf724"}
 kaleido = "0.2.1"
 pygraphviz = "^1.11"
 tracr = {git = "https://github.com/deepmind/tracr.git", rev = "e75ecda"}